IGI - Institute Publications

2024

Journal Article

Hanle Zheng, Zhong Zheng, Rui Hu, Bo Xiao, Yujie Wu, Fangwen Yu, Xue Liu, Guoqi Li and Lei Deng Temporal dendritic heterogeneity incorporated with spiking neural networks for learning multi-timescale dynamics Nature Communications 15, 2024 , DOI , Link Show publication in PURE

Yifan Hu, Lei Deng, Yujie Wu, Man Yao and Guoqi Li Advancing Spiking Neural Networks Toward Deep Residual Learning IEEE Transactions on Neural Networks and Learning Systems , 1-15, 2024 , DOI , Link Show publication in PURE

J. Galván Fraile, Franz Scherr, José J. Ramasco, Anton Arkhipov, Wolfgang Maass and Claudio R. Mirasso Modeling circuit mechanisms of opposing cortical responses to visual flow perturbations PLoS Computational Biology 20, 2024 , DOI , Link Show publication in PURE

Oswin Aichholzer and Anna Brötzner Bicolored Order Types Computing in Geometry and Topology 3, 3:1–3:17, 2024 , DOI Show publication in PURE

Wolfgang Roth, Günther Schindler, Bernhard Klein, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf and Zoubin Ghaharamani Resource-Efficient Neural Networks for Embedded Systems Journal of Machine Learning Research , 2024 Show publication in PURE

2023

Journal Article

Horst Petschenig and Robert Legenstein Quantized rewiring: hardware-aware training of sparse deep neural networks Neuromorphic Computing and Engineering 3, 2023 , DOI , Link Show publication in PURE

Florian Fedor Fridolin Unger, Jonathan Krebs and Michael Günther Müller Simplex closing probabilities in directed graphs Computational Geometry 109, 2023 , DOI , Link Show publication in PURE

Fangwen Yu, Yujie Wu, Songchen Ma, Mingkun Xu, Hongyi Li, Huanyu Qu, Chenhang Song, Taoyi Wang, Rong Zhao and Luping Shi Brain-inspired multimodal hybrid neural network for robot place recognition Science Robotics 8, eabm6996, 2023 , DOI , Link Show publication in PURE

Christoph Stöckl and Wolfgang Maass Local prediction-learning in high-dimensional spaces enables neural networks to plan arXiv.org e-Print archive , 2023 , DOI Show publication in PURE

Thomas Limbacher, Ozan Özdenizci and Robert Legenstein Memory-dependent computation and learning in spiking neural networks through Hebbian plasticity IEEE Transactions on Neural Networks and Learning Systems , 2023 , DOI Show publication in PURE

Ozan Özdenizci and Robert Legenstein Restoring Vision in Adverse Weather Conditions With Patch-Based Denoising Diffusion Models IEEE Transactions on Pattern Analysis and Machine Intelligence 45, 10346-10357, 2023 , DOI , Link Show publication in PURE

Conference/Workshop Article

Romain Ferrand, Maximilian Baronig, Thomas Limbacher and Robert Legenstein Context-dependent computations in spiking neural networks with apical modulationArtificial Neural Networks and Machine Learning – ICANN 2023 - 32nd International Conference on Artificial Neural Networks, Proceedings381-392 , Link Show publication in PURE

Alvaro H.C. Correia, Gennaro Gala, Erik Quaeghebeur, Cassio de Campos and Robert Peharz Continuous Mixtures of Tractable Probabilistic ModelsProceedings of the 37th AAAI Conference on Artificial Intelligence, AAAI 2023 7244-7252 , Link Show publication in PURE

Yang Yang, Gennaro Gala and Robert Peharz Bayesian Structure Scores for Probabilistic CircuitsInternational Conference on Artificial Intelligence and Statistics563-575 , Link Show publication in PURE

Oswin Aichholzer and Anna Brötzner Two Equivalent Representations of Bicolored Order TypesProceedings of the 39th European Workshop on Computational Geometry (EuroCG 2023)1:1-1:6 Show publication in PURE

Lorenzo Loconte, Nicola Di Mauro, Robert Peharz and Antonio Vergari How to Turn Your Knowledge Graph Embeddings into Generative Models via Probabilistic CircuitsAdvances in Neural Information Processing Systems 2023 , Link Show publication in PURE

Philipp Hallgarten, David Bethge, Ozan Özdenizci, Tobias Grosse-Puppendahl and Enkelejda Kasneci TS-MoCo: Time-series momentum contrast for self-supervised physiological representation learning31st European Signal Processing Conference (EUSIPCO) Show publication in PURE

Francisco Javier Klaiber Aboitiz, Robert Legenstein and Ozan Özdenizci Interaction of Generalization and Out-of-Distribution Detection Capabilities in Deep Neural NetworksArtificial Neural Networks and Machine Learning – ICANN 2023 - 32nd International Conference on Artificial Neural Networks, Proceedings248-259 , Link Show publication in PURE

Adam Sebestyen, Ozan Özdenizci, Robert Legenstein and Urs Leonhard Hirschberg Generating conceptual architectural 3D geometries with denoising diffusion modelseCAADe 2023 - Digital Design Reconsidered451-460 Show publication in PURE

Adam Sebestyen, Ozan Özdenizci, Robert Legenstein and Urs Hirschberg Generating Conceptual Architectural 3D Geometries with Denoising Diffusion ModelseCAADe 2023 - Digital Design Reconsidered451-460 , Link Show publication in PURE

Selma van Esveld, Nardo de Vries, Sibilla Becchetti, Sofia Dopper, Willem van Valkenburg, May Kristine Jonson Carlon, Kensuke Yokoi, John Maurice Gayed, Hiroshi Suyama, Jeffrey Scott Cross, Tonje Jin, Wei Xue, Eric Bruillard, Hendrik Steinbeck, Christoph Meinel, Paker Doğu Özdemir, Burak Can Bayer, Duygu Mercan, Gamze Buyurucu, Halvdan Haugsbakken, Marianne Hagelia, Martin Ebner, Silvia Lipp, Wang Xiaoxiao, Guo Shuangshuang, Miguel Morales-Chan, Hector R. Amado-Salvatierra, Rocael Hernandez-Rizzardini, Marc Egloffstein, Holger Hünemohr, Dirk Ifenthaler, Fred Dixon, Stefania Trabucchi, Mehdi Khaneboubi, Ada Giannatelli, Alessandra Tomasini, Thomas Staubitz, Sebastian Serth, Max Thomas, Florian Rampelt, Alexander von Stetten, Andreas Wittke, Anuchai Theeraroungchaisri, Thapanee Thammetar, Vorasuang Duangchinda, Jintavee Khlaisang, Iris Steinkellner, Ivana Stojcevic, Charlotte Zwiauer, Maria Thirouard, Marie de la Villèsbrunne, Oliver Bernaert, Magnus Nohr, Carlos Alario Hoyos, Carlos Delgado Kloos, Doris Kiendl, Liliya Terzieva, Francesca Concia, Petr Distler, Gareth Law, Elena Macerata, Mario Mariani, Eros Mossini, Maddalena Negrin, Marko Štrok, Kristina Neuböck, Nadine Linschinger, Anja Lorenz, Stefanie Bock, Juleka Schulte-Ostermann, Ana Moura Santos, Paola Corti, Luis Felipe Coimbra Costa, Heini Utunen, Melissa Attias, Anna Tokar, Eileen Kennedy, Diana Laurillard, Samar Zeitoun, Julie Wasilewski, Souhad Shlaka, Sara Ouahib, Khalid Berrada, Michael Dietz and Dennis Roth EMOOCs 2023Conference Proceedings EMOOCS 2023 Show publication in PURE

Christian Toth, Lars Lorch, Christian Knoll, Andreas Krause, Franz Pernkopf, Robert Peharz and Julius von Kügelgen Active Bayesian Causal InferenceAdvances in Neural Information Processing Systems Show publication in PURE

Other Article

Ceca Kraisnikovic, Spyros Stathopoulos, Themis Prodromakis and Robert Legenstein Fault Pruning: Robust Training of Neural Networks with Memristive Weights , Link Show publication in PURE

2022

Book Chapter

Ceca Kraisnikovic, Wolfgang Maass and Robert Legenstein Spike-based symbolic computations on bit strings and numbersNeuro-Symbolic Artificial Intelligence214-234 , Link Show publication in PURE

Journal Article

Horst Petschenig, Marta Bisio, Marta Maschietto, Alessandro Leparulo, Robert Legenstein and Stefano Vassanelli Classification of Whisker Deflections From Evoked Responses in the Somatosensory Barrel Cortex With Spiking Neural Networks Frontiers in Neuroscience 16, 2022 , DOI Show publication in PURE

Guozhang Chen and Pulin Gong A spatiotemporal mechanism of visual attention Science Advances 8, 2022 , DOI , Link Show publication in PURE

Dominik F. Aschauer, Jens Bastian Eppler, Luke Ewig, Anna R. Chambers, Christoph Pokorny, Matthias Kaschube and Simon Rumpel Learning-induced biases in the ongoing dynamics of sensory representations predict stimulus generalization Cell Reports 38, 2022 , DOI , Link Show publication in PURE

Ling Liang, Zheng Qu, Zhaodong Chen, Fengbin Tu, Yujie Wu, Lei Deng, Guoqi Li, Peng Li and Yuan Xie H2Learn IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 41, 4782-4796, 2022 , DOI , Link Show publication in PURE

Guozhang Chen, Franz Scherr and Wolfgang Maass A data-based large-scale model for primary visual cortex enables brain-like robust and versatile visual processing Science Advances 8, 2022 , DOI , Link Show publication in PURE

Dennis V Christensen, Regina Dittmann, Bernabe Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano, Carlo Ricciardi, Shi-Jun Liang, Feng Miao, Mario Lanza, Tyler J Quill, Scott T Keene, Alberto Salleo, Julie Grollier, Danijela Marković, Alice Mizrahi, Peng Yao, J Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Wolfram H P Pernice, Harish Bhaskaran, Steve Furber, Emre Neftci, Franz Scherr, Wolfgang Maass, Srikanth Ramaswamy, Jonathan Tapson, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A Cleland, Christoph Posch, ShihChii Liu, Gabriella Panuccio, Mufti Mahmud, Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Elisa Donati, Silvia Tolu, Roberto Galeazzi, Martin Ejsing Christensen, Sune Holm, Daniele Ielmini, N Pryds and Xuan Li 2022 roadmap on neuromorphic computing and engineering Neuromorphic Computing and Engineering 2, 2022 , DOI Show publication in PURE

Arjun Rao, Philipp Plank, Andreas Wild and Wolfgang Maass A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware Nature Machine Intelligence 4, 467-479, 2022 , DOI , Link Show publication in PURE

Roy Henha Eyono, Ellen Boven, Anna Ghosh, Joseph Pemberton, Franz Scherr, Claudia Clopath, Rui Ponte Costa, Wolfgang Maass, Blake A Richards, Christina Savin, Katharina Wilmes and Luke Y Prince Current State and Future Directions for Learning in Biological Recurrent Neural Networks: A Perspective Piece Neurons, Behavior, Data Analysis, and Theory 2022, 2022 , DOI Show publication in PURE

Agnes Korcsak-Gorzo, Michael G. Müller, Andreas Baumbach, Luziwei Leng, Oliver J. Breitwieser, Sacha J. van Albada, Walter Senn, Karlheinz Meier, Robert Legenstein and Mihai A. Petrovici Cortical oscillations support sampling-based computations in spiking neural networks PLoS Computational Biology 18, 2022 , DOI , Link Show publication in PURE

Franz Aurenhammer, Christoph Ladurner and Michael Steinkogler Incremental Construction of Motorcycle Graphs Algorithms 15, 225-237, 2022 , DOI , Link Show publication in PURE

Xiaoting Shao, Alejandro Molina, Antonio Vergari, Karl Stelzner, Robert Peharz, Thomas Liebig and Kristian Kersting Conditional sum-product networks International Journal of Approximate Reasoning 140, 298-313, 2022 , DOI , Link Show publication in PURE

Conference/Workshop Article

Ozan Özdenizci and Robert Legenstein Improving robustness against stealthy weight bit-flip attacks by output code matchingProceedings - 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 202213378-13387 , Link Show publication in PURE

David Bethge, Philipp Hallgarten, Tobias Grosse-Puppendahl, Mohamed Kari, Lewis Chuang, Ozan Özdenizci and Albrecht Schmidt EEG2Vec: Learning affective EEG representations via variational autoencoders2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)3150-3157 , Link Show publication in PURE

David Bethge, Philipp Hallgarten, Ozan Özdenizci, Ralf Mikut, Albrecht Schmidt and Tobias Grosse-Puppendahl Exploiting multiple EEG data domains with adversarial learning2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)3154-3158 , Link Show publication in PURE

David Bethge, Philipp Hallgarten, Tobias Grosse-Puppendahl, Mohamed Kari, Ralf Mikut, Albrecht Schmidt and Ozan Özdenizci Domain-invariant representation learning from EEG with private encoders2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)1236-1240 , Link Show publication in PURE

F. Aurenhammer and M. Steinkogler An insertion strategy for motorcycle graphs38th European Workshop on Computational Geometry : March 14-16, 2022, Perugia, Italy : booklet of abstracts Show publication in PURE

Thomas Bohnstingl, Anja Surina, Maxime Fabre, Yigit Demirag, Charlotte Frenkel, Melika Payvand, Giacomo Indiveri and Angeliki Pantazi Biologically-inspired training of spiking recurrent neural networks with neuromorphic hardwareProceeding - IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2022218-221 , Link Show publication in PURE

Other Article

Horst Petschenig and Robert Legenstein Quantized Rewiring: Hardware-aware training of sparse deep neural networks Show publication in PURE

Lukas Steinwender, Paul G. Beck, Kelly Hambleton, Manuela Stadlober-Temmer and Arnold Hanslmeier Machine learning classification of RR Lyrae stars observed by TESS Show publication in PURE

2021

Book Chapter

B. Weiss, B. Juettler and F. Aurenhammer Arc fibration kernels of arc spline domainsGeometry Show publication in PURE

Anand Subramoney, Franz Scherr and Wolfgang Maass Reservoirs learn to learnReservoir Computing59-76 , Link Show publication in PURE

Journal Article

Friedemann Zenke, Sander Bohte, Claudia Clopath, Iulia Comsa, Julian Götz, Wolfgang Maass, Timothee Masquelier, Richard Naud, Emre Neftci, Mihai Petrovici, Franz Scherr and Dan Goodman Visualizing a joint future of neuroscience and neuromorphic engineering Neuron 109, 571-575, 2021 , DOI , Link Show publication in PURE

Christoph Stöckl, Dominik Lang and Wolfgang Maass Probabilistic skeletons endow brain-like neural networks with innate computing capabilities bioRxiv - the Preprint Server for Biology , 2021 Show publication in PURE

Darjan Salaj, Anand Subramoney, Ceca Kraisnikovic, Guillaume Emmanuel Fernand Bellec, Robert Legenstein and Wolfgang Maass Spike-frequency adaptation supports network computations on temporally dispersed information eLife 10, 2021 , DOI , Link Show publication in PURE

Christoph Stöckl and Wolfgang Maass Optimized spiking neurons can classify images with high accuracy through temporal coding with two spikes Nature Machine Intelligence 3, 230-238, 2021 , DOI , Link Show publication in PURE

Robert Peharz Novel AI driven approach to classify infant motor functions Scientific Reports , 2021 , DOI , Link Show publication in PURE

Ozan Özdenizci, Safaa Eldeeb, Andac Demir, Deniz Erdogmus and Murat Akcakaya EEG-based Texture Roughness Classification in Active Tactile Exploration with Invariant Representation Learning Networks Biomedical Signal Processing and Control 67, 2021 , DOI , Link Show publication in PURE

Mo Han, Ozan Özdenizci, Toshiaki Koike-Akino, Ye Wang and Deniz Erdogmus Universal Physiological Representation Learning with Soft-Disentangled Rateless Autoencoders IEEE Journal of Biomedical and Health Informatics 25, 2928-2937, 2021 , DOI , Link Show publication in PURE

Ozan Özdenizci and Deniz Erdogmus Stochastic mutual information gradient estimation for dimensionality reduction networks Information Sciences 570, 298-305, 2021 , DOI , Link Show publication in PURE

Conference/Workshop Article

Robert Ganian, Thekla Hamm, Fabian Klute, Irene Parada and Birgit Vogtenhuber Crossing-optimal extension of simple drawingsProc. XIX Encuentros de Geometría Computacional5 Show publication in PURE

Manuel Traub, Robert Legenstein and Sebastian Otte Many-joint robot arm control with recurrent spiking neural networksIEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 20214918-4925 , Link Show publication in PURE

Manuel Traub, Martin V Butz, Robert Legenstein and Sebastian Otte Dynamic action inference with recurrent spiking neural networksArtificial Neural Networks and Machine Learning – ICANN 2021 - 30th International Conference on Artificial Neural Networks, Proceedings233-244 , Link Show publication in PURE

F. Aurenhammer, E. Papadopoulou and M. Suderland Piecewise-linear farthest-site Voronoi diagramsProc. 32th Interntional Symposium on Algorithms and Computation (ISAAC'21) Show publication in PURE

Ozan Özdenizci and Deniz Erdogmus On the use of generative deep neural networks to synthesize artificial multichannel EEG signals2021 10th International IEEE/EMBS Conference on Neural Engineering, NER 2021427-430 , Link Show publication in PURE

Ozan Özdenizci and Robert Legenstein Training adversarially robust sparse networks via Bayesian connectivity samplingProceedings of Machine Learning Research8314-8324 Show publication in PURE

Other Article

Ceca Kraisnikovic, Wolfgang Maass and Robert Legenstein Spike-based symbolic computations on symbol sequences , Link Show publication in PURE

Michael Günther Müller, Agnes Korcsak-Gorzo, Walter Senn, Luziwei Leng, Andreas Baumbach, Oliver Julien Breitwieser, Sacha van Albada, Karlheinz Meier, Robert Legenstein and Mihai Petrovici A functional role of cortical oscillations for probabilistic computation in spiking neural networks Show publication in PURE

2020

Book Chapter

Anand Subramoney, Franz Scherr and Wolfgang Maass Reservoirs learn to learnReservoir Computing Show publication in PURE

Journal Article

Zhaofei Yu, Shangqi Guo, Fei Deng, Qi Yan, Keke Huang, Jian K. Liu and Feng Chen Emergent Inference of Hidden Markov Models in Spiking Neural Networks Through Winner-Take-All IEEE Transactions on Cybernetics 50, 1347-1354, 2020 , DOI , Link Show publication in PURE

Christoph Pokorny, Matias J. Ison, Arjun Rao, Robert Legenstein, Wolfgang Maass and Christos Papadimitriou STDP forms associations between memory traces in networks of spiking neurons Cerebral Cortex 30, 952-968, 2020 , DOI , Link Show publication in PURE

B. Weiss, B. Juettler and F. Aurenhammer Mitered offsets and straight skeletons for circular arc polygons. International Journal of Computational Geometry and Applications 30, 235-256, 2020 , DOI Show publication in PURE

Christoph Stöckl and Wolfgang Maass Optimized spiking neurons can classify images with high accuracy through temporal coding with two spikes arXiv.org e-Print archive , 2020 Show publication in PURE

Christos H. Papadimitriou, Santosh S. Vempala, Daniel Mitropolsky, Michael Collins and Wolfgang Maass Brain computation by assemblies of neurons Proceedings of the National Academy of Sciences of the United States of America 117, 14464 - 14472, 2020 , DOI , Link Show publication in PURE

Michael Günther Müller, Christos H. Papadimitriou, Wolfgang Maass and Robert Legenstein A model for structured information representation in Neural Networks of the Brain eNeuro 7, 2020 , DOI , Link Show publication in PURE

Christophe Verbist, Michael G. Müller, Huibert D. Mansvelder, Robert Legenstein and Michele Giugliano The location of the axon initial segment affects the bandwidth of spike initiation dynamics PLoS Computational Biology 16, 2020 , DOI , Link Show publication in PURE

Christoph Stöckl and Wolfgang Maass Recognizing Images with at most one Spike per Neuron arXiv.org e-Print archive , 2020 Show publication in PURE

Darjan Salaj, Anand Subramoney, Ceca Kraisnikovic, Guillaume Emmanuel Fernand Bellec, Robert Legenstein and Wolfgang Maass Spike frequency adaptation supports network computations on temporally dispersed information bioRxiv - the Preprint Server for Biology 2020, 2020 , DOI Show publication in PURE

Franz Scherr, Christoph Stöckl and Wolfgang Maass One-shot learning with spiking neural networks bioRxiv - the Preprint Server for Biology 2020, 2020 Show publication in PURE

Guillaume Emmanuel Fernand Bellec, Franz Scherr, Anand Subramoney, Elias Hajek, Darjan Salaj, Robert Legenstein and Wolfgang Maass A solution to the learning dilemma for recurrent networks of spiking neurons Nature Communications 11, 2020 , DOI , Link Show publication in PURE

Thomas Limbacher and Robert Legenstein Emergence of stable synaptic clusters on dendrites through synaptic rewiring Frontiers in Computational Neuroscience 14, 2020 , DOI , Link Show publication in PURE

Robert Legenstein The future of computing: learning-based, energy-efficient and brain-inspired TU Graz Research 24, 2020 Show publication in PURE

Stanislaw Woźniak, Angeliki Pantazi, Thomas Bohnstingl and Evangelos Eleftheriou Deep learning incorporating biologically inspired neural dynamics and in-memory computing Nature Machine Intelligence 2, 325 - 336, 2020 , DOI Show publication in PURE

Conference/Workshop Article

Alvaro H. C. Correia, Robert Peharz and Cassio P. de Campos Joints in Random Forests.Advances in Neural Information Processing Systems 33 Show publication in PURE

Ricky Maulana Fajri, Samaneh Khoshrou, Robert Peharz and Mykola Pechenizkiy PS3: Partition-Based Skew-Specialized Sampling for Batch Mode Active Learning in Imbalanced Text Data.ECML PKDD 2020. Lecture Notes in Computer Science.68-84 Show publication in PURE

Robert Peharz, Steven Lang, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Guy Van den Broeck, Kristian Kersting and Zoubin Ghahramani Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits.International Conference on Machine Learning, PMLR 1197563-7574 Show publication in PURE

Anna Saranti, Behnam Taraghi, Martin Ebner and Andreas Holzinger Property-Based Testing for Parameter Learning of Probabilistic Graphical ModelsMachine Learning and Knowledge Extraction499-515 , Link Show publication in PURE

Thomas Limbacher and Robert Legenstein H-Mem: Harnessing synaptic plasticity with Hebbian memory networksAdvances in Neural Information Processing Systems Show publication in PURE

Other Article

Anand Subramoney, Ceca Kraisnikovic, Darjan Salaj, Guillaume Emmanuel Fernand Bellec, Robert Legenstein and Wolfgang Maass Spike-frequency adaptation contributes long short-term memory to networks of spiking neurons , Link Show publication in PURE

2019

Book Chapter

Wolfgang Maass, C. H. Papadimitriou, S. Vempala and Robert Legenstein Brain Computation: A Computer Science PerspectiveComputing and Software Science.184-199 Show publication in PURE

Journal Article

F. Aurenhammer, M. Steinkogler and R. Klein Partially walking a polygon Computational Geometry: Theory and Applications 84, 3-11, 2019 , DOI Show publication in PURE

Thomas Bohnstingl, Franz Scherr, Christian Pehle, Karlheinz Meier and Wolfgang Maass Neuromorphic Hardware Learns to Learn Frontiers in Neuroscience 13, 1-14, 2019 , DOI Show publication in PURE

Guillaume Bellec, Franz Scherr, Elias Hajek, Darjan Salaj, Robert Legenstein and Wolfgang Maass Biologically inspired alternatives to backpropagation through time for learning in recurrent neural nets arXiv.org e-Print archive 2019, 1-37, 2019 Show publication in PURE

Anand Subramoney, Franz Scherr and Wolfgang Maass Reservoirs learn to learn arXiv.org e-Print archive , 1-14, 2019 Show publication in PURE

Jacques Kaiser, Michael Hoff, Andreas Konle, J. Camilo Vasquez Tieck, David Kappel, Daniel Reichard, Anand Subramoney, Robert Legenstein, Arne Roennau, Wolfgang Maass and Rüdiger Dillmann Embodied synaptic plasticity with online reinforcement learning Frontiers in Neurorobotics 13, 1-11, 2019 , DOI , Link Show publication in PURE

Guillaume Bellec, Franz Scherr, Anand Subramoney, Elias Hajek, Darjan Salaj, Robert Legenstein and Wolfgang Maass A solution to the learning dilemma for recurrent networks of spiking neurons bioRxiv - the Preprint Server for Biology 2019, 2019 , DOI Show publication in PURE

Yexin Yan, David Kappel, Felix Neumärker, Johannes Partzsch, Johannes Partzsch, Bernhard Vogginger, Sebastian Höppner, Steve Furber, Wolfgang Maass, Robert Legenstein and Christian Mayr Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype IEEE Transactions on Biomedical Circuits and Systems 13, 579-591, 2019 , DOI Show publication in PURE

Gautham P. Das, Philip J. Vance, Dermot Kerr, Sonya A. Coleman, Thomas M. McGinnity and Jian K. Liu Computational modelling of salamander retinal ganglion cells using machine learning approaches Neurocomputing 325, 101-112, 2019 , DOI , Link Show publication in PURE

Conference/Workshop Article

Daniel Gruss, Erik Kraft, Trishita Tiwari, Michael Schwarz, Ari Trachtenberg, Jason Hennessey, Alex Ionescu and Anders Fogh Page Cache AttacksCCS 2019 - Proceedings of the 2019 ACM SIGSAC Conference on Computer and Communications Security167-180 Show publication in PURE

Karl Stelzner, Robert Peharz and Kristian Kersting Faster attend-infer-repeat with tractable probabilistic models36th International Conference on Machine Learning, ICML 2019 , Link Show publication in PURE

Ping Liang Tan and Robert Peharz Hierarchical decompositional mixtures of variational autoencoders36th International Conference on Machine Learning, ICML 2019 , Link Show publication in PURE

Marton Havasi, Robert Peharz and José Miguel Hernández-Lobato Minimal random code learningInternational Conference on Learning Representations , Link Show publication in PURE

Antonio Vergari, Alejandro Molina, Robert Peharz, Zoubin Ghahramani, Kristian Kersting and Isabel Valera Automatic Bayesian Density AnalysisProceedings of The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI-19) , Link Show publication in PURE

Other Article

Michael Günther Müller Emergence of binding capabilities in generic spiking neural networks Show publication in PURE

2018

Journal Article

Chen Liu, Guillaume Emmanuel Fernand Bellec, Bernhard Vogginger, David Kappel, Johannes Partzsch, Felix Neumärker, Sebastian Höppner, Wolfgang Maass, Steve B. Furber, Robert Legenstein and Christian G. Mayr Memory-Efficient Deep Learning on a SpiNNaker 2 Prototype Frontiers in Neuroscience 12, 2018 , DOI Show publication in PURE

David Kappel, Robert Legenstein, Stefan Habenschuss, Michael Hsieh and Wolfgang Maass A dynamic connectome supports the emergence of stable computational function of neural circuits through reward-based learning eNeuro 5, 2018 , DOI , Link Show publication in PURE

Philip J. Vance, Gautham P. Das, Dermot Kerr, Sonya A. Coleman, T. Martin McGinnity, Tim Gollisch and Jian K. Liu Bioinspired approach to modeling retinal ganglion cells using system identification techniques IEEE Transactions on Neural Networks and Learning Systems 29, 1796-1808, 2018 , DOI , Link Show publication in PURE

Conference/Workshop Article

Robert Legenstein, Wolfgang Maass, Christos H. Papapdimitriou and Santosh S. Vempala Long Term Memory and the Densest K-Subgraph Problem9th Innovations in Theoretical Computer Science Conference (ITCS 2018)57:1–57:15 Show publication in PURE

Moritz Daniel Kampelmühler, Michael Günther Müller and Christoph Feichtenhofer Camera-based vehicle velocity estimation from monocular videoComputer Vision Winter Workshop (CVWW), 2018 Show publication in PURE

Guillaume Emmanuel Fernand Bellec, Darjan Salaj, Anand Subramoney, Robert Legenstein and Wolfgang Maass Long short-term memory and learning-to-learn in networks of spiking neuronsAdvances in Neural Information Processing Systems Show publication in PURE

N Ananri, C Daskalakis, Wolfgang Maass, C. H. Papadimitriou, A Saberi and S Vempala Smoothed Analysis of Discrete Tensor Decomposition and Assemblies of NeuronsAdvances in Neural Information Processing Systems 2018 Show publication in PURE

Zhaofei Yu, Tiejun Huang and Jian K. Liu Implementation of Bayesian Inference in Distributed Neural NetworksProceedings - 26th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing, PDP 2018666-673 , Link Show publication in PURE

Antonio Vergari, Alejandro Molina, Robert Peharz, Kristian Kersting, Nicola Di Mauro and Floriana Esposito Sum-product autoencoding32nd AAAI Conference on Artificial Intelligence, AAAI 2018 , Link Show publication in PURE

Other Article

F. Aurenhammer, M. Steinkogler and R. Klein Maximal two-guard walks in polygons Show publication in PURE

F. Aurenhammer and M. Steinkogler On merging straight skeletons Show publication in PURE

B. Weiß, B. Jüttler and F. Aurenhammer Mitered offsets and straight skeletons for circular arc polygons Show publication in PURE

F. Aurenhammer, M. Steinkogler and R. Klein Partially walking a polygon Show publication in PURE

2017

Book Chapter

Vida Škreb and Christoph Pokorny Long-term evolution of neural responses in the barrel cortex during learning of a bilateral vibrotactile two-alternative forced choice taskThe Impact of Sensory-guided Behavior of Neuronal Processing in the Mouse Barrel Cortex and a Novel Two-alternative Forced Choice Paradigm in Head-fixed Mice and Rats54-87 , Link Show publication in PURE

Journal Article

Sebastian Schmitt, Johann Klähn, Guillaume Emmanuel Fernand Bellec, Andreas Grübl, Güttler Maurice, Andreas Hartl, Stephan Hartmann, Dan Husmann, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Eric Müller, Paul Müller, Johannes Partzsch, Mihai Petrovici, Stefan Schiefer, Stefan Scholze, Vasilis Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, Christian Mayr, Rene Schüffny, Johannes Schemmel and Karlheinz Meier Neuromorphic Hardware In The Loop: Training a Deep Spiking Network on the BrainScaleS Wafer-Scale System arXiv.org e-Print archive arXiv:1703.01909, 2017 Show publication in PURE

Mihai A. Petrovici, Sebastian Schmitt, Johann Klähn, David Stöckel, Anna Schroeder, Guillaume Bellec, Johannes Bill, Oliver Breitwieser, Ilja Bytschok, Andreas Grübl, Maurice Güttler, Andreas Hartel, Stephan Hartmann, Dan Husmann, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Paul Müller, Johannes Partzsch, Thomas Pfeil, Stefan Schiefer, Stefan Scholze, Anand Subramoney, Vasilis Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, René Schüffny, Christian Mayr, Johannes Schemmel and Karlheinz Meier Pattern representation and recognition with accelerated analog neuromorphic systems arXiv.org e-Print archive preprint arXiv:1703.06043, 2017 , DOI Show publication in PURE

David Kappel, Robert Legenstein, Stefan Habenschuss, Michael Hsieh and Wolfgang Maass Reward-based stochastic self-configuration of neural circuits arXiv.org e-Print archive arXiv preprint arXiv:1704.04238, 2017 Show publication in PURE

Zeno Jonke, Robert Legenstein, Stefan Habenschuss and Wolfgang Maass Feedback Inhibition Shapes Emergent Computational Properties of Cortical Microcircuit Motifs The journal of neuroscience 37, 8511– 8523, 2017 , DOI Show publication in PURE

Christoph Pokorny, Matias Ison, Arjun Rao, Robert Legenstein, Christos H. Papadimitriou and Wolfgang Maass Associations between memory traces emerge in a generic neural circuit model through STDP bioRxiv - the Preprint Server for Biology , 1-36, 2017 , DOI Show publication in PURE

Guillaume Bellec, David Kappel, Wolfgang Maass and Robert Legenstein Deep Rewiring arXiv.org e-Print archive , 2017 Show publication in PURE

Robert Legenstein, Zeno Jonke, Stefan Habenschuss and Wolfgang Maass A probabilistic model for learning in cortical microcircuit motifs with data-based divisive inhibition arXiv.org e-Print archive , 1-27, 2017 , DOI , Link Show publication in PURE

Jacques Kaiser, Rainer Stal, Anand Subramoney, Arne Roennau and Rüdiger Dillmann Scaling up liquid state machines to predict over address events from dynamic vision sensors Bioinspiration & Biomimetics 12, 2017 , DOI Show publication in PURE

Conference/Workshop Article

Sebastian Schmitt, Johann Klahn, Guillaume Bellec, Andreas Grubl, Maurice Guttler, Andreas Hartel, Stephan Hartmann, Dan Husmann, Kai Husmann, Sebastian Jeltsch, Vitali Karasenko, Mitja Kleider, Christoph Koke, Alexander Kononov, Christian Mauch, Eric Muller, Paul Muller, Johannes Partzsch, Mihai A. Petrovici, Stefan Schiefer, Stefan Scholze, Vasilis Thanasoulis, Bernhard Vogginger, Robert Legenstein, Wolfgang Maass, Christian Mayr, Rene Schuffny, Johannes Schemmel and Karlheinz Meier Neuromorphic hardware in the loop2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings2227-2234 , Link Show publication in PURE

F. Aurenhammer, B. Jüttler and G. Paulini Voronoi diagrams for parallel halflines and line segments in spaceProc. 28th International Symposium on Algorithms and Computation (ISAAC'17)#7 , Link Show publication in PURE

F. Aurenhammer, B. Juettler and Bastian Weiß Computing straight skeletons for arc polygonsProc. 2nd Conference on Subdivision, Geometric and Algebraic Methods, Isogeometric Analysis and Refinability (SMART'2017) Show publication in PURE

Thesis

Michael Günther Müller Variable Binding Through Assemblies in Spiking Neural Networks Show publication in PURE

Thomas Limbacher Supervised Learning Algorithms for Spiking Neuromorphic Hardware Show publication in PURE

Other Article

Christoph Pokorny, Matias Ison, Robert Legenstein and Wolfgang Maass A model for the formation of associations between memory items in the brain Show publication in PURE

Franz Aurenhammer, Bert Jüttler and B. Weiß Computing straight skeletons for arc polygons Show publication in PURE

2016

Journal Article

Wolfgang Maass Searching for principles of brain computation Current Opinion in Behavioral Sciences 11, 81-92, 2016 , DOI Show publication in PURE

Zeno Jonke, Stefan Habenschuss and Wolfgang Maass Solving constraint satisfaction problems with networks of spiking neurons Frontiers in Neuroscience , 2016 , DOI Show publication in PURE

Zhaofei Yu, David Kappel, Robert Legenstein, Sen Song, Feng Chen and Wolfgang Maass CaMKII activation supports reward-based neural network optimization through Hamiltonian sampling arXiv.org e-Print archive , 2016 Show publication in PURE

Wolfgang Maass Energy-efficient neural network chips approach human recognition capabilities Proceedings of the National Academy of Sciences of the United States of America 113, 11387-11389, 2016 , DOI Show publication in PURE

Dejan Pecevski and Wolfgang Maass Learning Probabilistic Inference through Spike-Timing-Dependent Plasticity eNeuro 3, 2016 , DOI Show publication in PURE

Alexander Serb, Johannes Bill, Ali Khiat, Radu Berdan, Robert Legenstein and Themis Prodromakis Unsupervised learning in probabilistic neural networks with multi-state metal-oxide memristive synapses Nature Communications 7, 2016 , DOI Show publication in PURE

F. Aurenhammer and G. Walzl Straight skeletons and mitered offsets of nonconvex polytopes Discrete & Computational Geometry 56, 743-801, 2016 , DOI Show publication in PURE

Christoph Pokorny, Christian Breitwieser and Gernot Müller-Putz The role of transient target stimuli in a steady-state somatosensory evoked potential-based brain-computer interface setup Frontiers in Neuroscience 10, 2016 , DOI Show publication in PURE

Conference/Workshop Article

F.B. Pokorny, B. W. Schuller, Robert Peharz, Franz Pernkopf, K.D. Bartl-Pokorny, C. Einspieler and P.B. Marschik Contributing to the early identification of neurodevelopmental disorders: The retrospective analysis of pre-linguistic vocalisations in home video materialCongreso Internacional Psicologia Clinica Show publication in PURE

F. Aurenhammer, G. Paulini and B. Jüttler Voronoi diagrams for parallel halflines in 3DProc. 32nd European Workshop on Computational Geometry (EuroCG 2016)127-130 Show publication in PURE

Robert Legenstein, Christos H. Papadimitriou, Santosh S. Vempala and Wolfgang Maass Variable Binding through Assemblies in Spiking Neural NetworksCEUR Workshop Proceedings Show publication in PURE

Robert Legenstein, Christos H. Papadimitriou, Santosh Vempala and Wolfgang Maass Assembly pointers for variable binding in networks of spiking neuronsAssembly pointers for variable binding in networks of spiking neurons Show publication in PURE

Other Article

Behnam Taraghi, Anna Saranti, Robert Legenstein and Martin Ebner Bayesian modelling of student misconceptions in the one-digit multiplication with probabilistic programming , Link Show publication in PURE

2015

Journal Article

David Kappel, Stefan Habenschuss, Robert Legenstein and Wolfgang Maass Network plasticity as Bayesian inference PLoS Computational Biology 11, e1004485-e1004485, 2015 , DOI , Link Show publication in PURE

Wolfgang Maass To spike or not to spike: That is the question. Proceedings of the IEEE 103, 2219-2224, 2015 , DOI , Link Show publication in PURE

Petar Horki, Daniela S. Klobassa, Christoph Pokorny and Gernot Müller-Putz Evaluation of Healthy EEG Responses for Spelling through Listener-Assisted Scanning IEEE Journal of Biomedical and Health Informatics 19, 29-36, 2015 , DOI Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl, C. Huemer, A. Pilz and B. Vogtenhuber 3-Colorability of pseudo-triangulations International Journal of Computational Geometry and Applications , 283-298, 2015 Show publication in PURE

Johannes Bill, Lars Holger Büsing, Stefan Habenschuss, Bernhard Nessler, Wolfgang Maass and Robert Legenstein Distributed Bayesian computation and self-organized learning in sheets of spiking neurons with local lateral inhibition PLoS ONE 10, e0134356-e0134356, 2015 , DOI , Link Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer, K. Dobiásová, B. Jüttler and G. Rote Triangulations with circular arcs Journal of Graph Algorithms and Applications , 43-65, 2015 Show publication in PURE

Robert Legenstein Nanoscale connections for brain-like circuits Nature 521, 37-38, 2015 , DOI , Link Show publication in PURE

W. Aigner, F. Aurenhammer and B. Jüttler On triangulation axes of polygons Information Processing Letters 115, 45-51, 2015 , DOI Show publication in PURE

Conference/Workshop Article

David Kappel, Stefan Habenschuss, Robert Legenstein and Wolfgang Maass Synaptic sampling: A Bayesian approach to neural network plasticity and rewiringProceedings of NIPS , Link Show publication in PURE

F. Aurenhammer and G. Walzl Three-dimensional straight skeletons from bisector graphsProc. 5th International Conference on Analytic Number Theory and Spatial Tessellations15-29 Show publication in PURE

Other Article

Wolfgang Maass, David Kappel, Stefan Habenschuss and Robert Legenstein Reward-based network plasticity as Bayesian inference Show publication in PURE

David Kappel, Stefan Habenschuss, Robert Legenstein and Wolfgang Maass Synaptic Plasticity as Bayesian Inference , Link Show publication in PURE

Robert Legenstein, David Kappel, Stefan Habenschuss and Wolfgang Maass Stochastic network plasticity as Bayesian inference Show publication in PURE

Christoph Pokorny, Gernot Griesbacher, Zeno Jonke and Robert Legenstein Neural Computation with Assemblies and Assembly Sequences Show publication in PURE

2014

Book Chapter

Christoph Guger, Bettina Sorger, Q. Noirhomme, Lorina Naci, Martin M. Monti, Ruben Real, Christoph Pokorny, Sandra Veser, Zulay Lugo, Lucia Quitadamo, D. Lesenfants, Monica Risetti, Rita Formisano, Jlenia Toppi, Laura Astolfi, Thomas Emmerling, Lizette Heine, Helena Erlbeck, Petar Horki, Boris Kotchoubey, Luigi Bianchi, Donatella Mattia, Rainer Goebel, Adrian M. Owen, Frederic Pellas, Gernot Müller-Putz, S. Laureys, Andrea Kübler and Febo Cincotti Brain-Computer Interfaces for Assessment and Communication in Disorders of ConsciousnessEmerging Theory and Practice in Neuroprosthetics181-214 Show publication in PURE

Robert Legenstein Recurrent network models, reservoir computingEncyclopedia of Computational Neuroscience1-5 Show publication in PURE

Journal Article

Robert Legenstein and Wolfgang Maass Ensembles of spiking neurons with noise support optimal probabilistic inference in a dynamically changing environment PLoS Computational Biology 10, 1-27, 2014 , DOI , Link Show publication in PURE

Petar Horki, Günther Bauernfeind, Daniela S. Klobassa, Christoph Pokorny, Gerald Pichler, Walter Schippinger and Gernot Müller-Putz Detection of mental imagery and attempted movements in patients with disorders of consciousness using EEG Frontiers in Human Neuroscience 8, 1-9, 2014 , DOI Show publication in PURE

David Kappel, Bernhard Nessler and Wolfgang Maass STDP Installs in Winner-Take-All Circuits an Online Approximation to Hidden Markov Model Learning PLoS Computational Biology 10, 1-22, 2014 , DOI , Link Show publication in PURE

Arne V. Blackman, Robert Legenstein, Stefan Grabuschnig and P. Jesper Sjöström A comparison of manual neuronal reconstruction from biocytin histology or 2-photon imaging: morphometry and computer modeling Frontiers in Neuroanatomy 8, 65-65, 2014 , DOI , Link Show publication in PURE

Johannes Bill and Robert Legenstein A compound memristive synapse model for statistical learning through STDP in spiking neural networks Frontiers in Neuroscience 8, 1-18, 2014 , DOI , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl, F. Hurtado, A. Pilz, P. Ramos, J. Urrutia, P. Valtr and B. Vogtenhuber On k-convex point sets Computational Geometry: Theory and Applications 47, 809-832, 2014 , DOI Show publication in PURE

Dejan Pecevski, David Kappel and Zeno Jonke NEVESIM: event-driven neural simulation framework with a Python interface Frontiers in Neuroinformatics 8, 1-20, 2014 , DOI , Link Show publication in PURE

Christoph Pokorny, Christian Breitwieser and Gernot Müller-Putz A Tactile Stimulation Device for EEG Measurements in Clinical Use IEEE Transactions on Biomedical Circuits and Systems 8, 305-312, 2014 , DOI , Link Show publication in PURE

Wolfgang Maass Noise as a resource for computation and learning in networks of spiking neurons Proceedings of the IEEE 102, 860-880, 2014 , DOI , Link Show publication in PURE

D. Lesenfants, D. Habbal, Z. Lugo, M. Lebeau, P. Horki, E. Amico, C. Pokorny, F. Gómez, A. Soddu, G. Müller-Putz, S. Laureys and Q. Noirhomme An independent SSVEP-based brain-computer interface in locked-in syndrome Journal of Neural Engineering 11, 2014 , DOI , Link Show publication in PURE

F. Aurenhammer, B. Su, Y.-F. Xu and B. Zhu A note on visibility-constrained Voronoi diagrams Discrete Applied Mathematics 174, 52-56, 2014 , DOI , Link Show publication in PURE

F. Aurenhammer and G. Paulini On shape Delaunay tessellations Information Processing Letters 114, 535-541, 2014 , DOI , Link Show publication in PURE

Gregor Michael Hörzer, Robert Legenstein and Wolfgang Maass Emergence of complex computational structures from chaotic neural networks through reward-modulated Hebbian learning Cerebral Cortex 24, 677-690, 2014 , DOI , Link Show publication in PURE

Zeno Jonke, Stefan Habenschuss and Wolfgang Maass A theoretical basis for efficient computations with noisy spiking neurons arXiv.org e-Print archive , 2014 , Link Show publication in PURE

Conference/Workshop Article

F. Aurenhammer and G. Walzl Polytope offsets and straight skeletons in 3DProc. 30th Ann. Symposium on Computational Geometry (SoCG'14)98-99 Show publication in PURE

Christoph Pokorny, Gerald Pichler, Damien Lesenfants, Quentin Noirhomme, Steven Laureys and Gernot Müller-Putz Steady-State Somatosensory Evoked Potentials in Minimally Conscious Patients – Challenges and PerspectivesProceedings of the 6th International Brain-Computer Interface Conference Graz 2014055-1-055-4 Show publication in PURE

Other Article

Gernot Griesbacher Self-organization in spiking neural networks , Link Show publication in PURE

Gernot Griesbacher Cell assembly self-organization in ensembles of pyramidal cells with relaxed lateral inhibition , Link Show publication in PURE

David Kappel STDP installs in winner-take-all circuits an online approximation to hidden Markov model learning , Link Show publication in PURE

Christoph Pokorny, Gerald Pichler, Damien Lesenfants, Quentin Noirhomme, Steven Laureys and Gernot Müller-Putz Steady-State Somatosensory Evoked Potentials in Minimally Conscious Patients – Challenges and Perspectives Show publication in PURE

2013

Book

Franz Aurenhammer, Rolf Klein and Der-Tsai Lee Voronoi Diagrams and Delaunay Triangulations , Link Show publication in PURE

Journal Article

Stefan Habenschuss, Helmut Puhr and Wolfgang Maass Emergence of Optimal Decoding of Population Codes through STDP Neural Computation 25, 1371-1407, 2013 , DOI , Link Show publication in PURE

Giacomo Indiveri, Bernabé Linares-Barranco, Robert Legenstein, George Deligeorgis and Themistoklis Prodromakis Integration of nanoscale memristor synapses in neuromorphic computing architectures Nanotechnology 24, 384010-384010, 2013 , DOI , Link Show publication in PURE

Stefan Habenschuss, Zeno Jonke and Wolfgang Maass Stochastic Computations in Cortical Microcircuit Models PLoS Computational Biology 9, e1003311-e1003311, 2013 , Link Show publication in PURE

Elmar Rückert, Gerhard Neumann, Marc Toussaint and Wolfgang Maass Learned graphical models for probabilistic planning provide a new class of movement primitives Frontiers in Computational Neuroscience 6, 1-20, 2013 , DOI , Link Show publication in PURE

Bernhard Nessler, Michael Pfeiffer, Lars Buesing and Wolfgang Maass Bayesian computation emerges in generic cortical microcircuits through spike-timing-dependent plasticity PLoS Computational Biology 9, e1003037-e1003037, 2013 , Link Show publication in PURE

Elmar Rückert Learned parametrized dynamic movement primitives with shared synergies for controlling robotic and musculoskeletal systems. Frontiers in Computational Neuroscience 7, 1-18, 2013 , DOI , Link Show publication in PURE

Stefan Klampfl and Wolfgang Maass Emergence of dynamic memory traces in cortical microcircuit models through STDP The journal of neuroscience 33, 11515-11529, 2013 Show publication in PURE

Christoph Pokorny, Daniela Klobassa, Gerald Pichler, Helena Erlbeck, Ruben Real, Andrea Kübler, Damien Lesenfants, Dina Habbal, Quentin Noirhomme, Monica Risetti, Donatella Mattia and Gernot Müller-Putz The auditory P300-based single-switch brain-computer interface: Paradigm transition from healthy subjects to minimally conscious patients Artificial Intelligence in Medicine 59, 81-90, 2013 , Link Show publication in PURE

Conference/Workshop Article

D. Lesenfants, D. Habbal, Christoph Pokorny, C. Chatelle, Petar Horki, F. Gomez, A. Soddu, Gernot Müller-Putz, S. Laureys and Q. Noirhomme Implementation of a new independent SSVEP-based BCIProceedings of the Fifth International Brain-Computer Interface Meeting304-305 Show publication in PURE

F. Aurenhammer, M. Kapl and B. Jüttler Voronoi diagrams from distance graphsProceeding 20th European Workshop on Computational Geometry (EuroCG'13)185-188 Show publication in PURE

M. Kapl, F. Aurenhammer and B. Jüttler Voronoi diagrams from (possibly discontinous) embeddingsProc. International Symposium on Voronoi Diagrams (ISVD 2013), IEEE Computer Society47-50 Show publication in PURE

Elmar Rückert and Andrea d'Avella Learned Muscle Synergies as Prior in Dynamical Systems for Controlling Bio-mechanical and Robotic SystemsAbstracts of Neural Control of Movement Conference (NCM 2013) , Link Show publication in PURE

M. Kapl, F. Aurenhammer and B. Juettler Using scaled embedded distances to generate metrics for R^2Proc. 14th IMA Conference on Algorithms and Computation Show publication in PURE

Stefan Habenschuss, Johannes Bill and Bernhard Nessler Homeostatic plasticity in Bayesian spiking networks as Expectation Maximization with posterior constraintsAnnual Conference on Neural Information Processing Systems782-790 , Link Show publication in PURE

Petar Horki, Daniela S. Klobassa, Christoph Pokorny and Gernot Müller-Putz Auditorily elicited neural oscillations associated with motor execution, motor imagery and non-motor mental tasksProceedings BMT (Biomedizinische Technik) 20131-2 Show publication in PURE

F. Aurenhammer and G. Walzl Structure and computation of straight skeletons in 3-spaceProc. 24th International Symposium on Algorithms and Computation (ISAAC'13)44-54 Show publication in PURE

Thesis

Gernot Griesbacher Structure and Self Organization in Spiking Neural Networks Show publication in PURE

Other Article

D. Lesenfants, D. Habbal, Christoph Pokorny, C. Chatelle, Petar Horki, F. Gomez, A. Soddu, Gernot Müller-Putz, S. Laureys and Q. Noirhomme Implementation of a new independent SSVEP-based BCI Show publication in PURE

Wolfgang Maass, Stefan Habenschuss and Zeno Jonke Neural circuits naturally encode probability distributions over network states, and over trajectories of network states , Link Show publication in PURE

Johannes Bill, Lars Buesing, Stefan Habenschuss, Bernhard Nessler, Robert Legenstein and Wolfgang Maass Local inhibition facilitates synaptic learning in spatially extended Bayesian spiking networks , Link Show publication in PURE

Elmar Rückert, David Kappel, Gerhard Neumann, Marc Toussaint and Wolfgang Maass Principles for an Alternative Design of Movement Primitives that Uses Probabilistic Inference in Learned Graphical Models , Link Show publication in PURE

Gernot Müller-Putz, Christoph Pokorny, Daniela S. Klobassa, Gerald Pichler and Petar Horki EEG-Based Communication With Patients in Minimally Conscious State Show publication in PURE

Stefan Habenschuss, Zeno Jonke and Wolfgang Maass Networks of spiking neurons with noise have an inherent capability to generate heuristic solutions to complex constraint satisfaction problems , Link Show publication in PURE

Petar Horki, Daniela S. Klobassa, Christoph Pokorny and Gernot Müller-Putz Auditorily elicited neural oscillations associated with motor execution, motor imagery and non-motor mental tasks. Show publication in PURE

2012

Journal Article

O. Aichholzer, F. Aurenhammer, E. Demaine, F. Hurtado, P. Ramos and J. Urrutia On k-convex polygons Computational Geometry: Theory and Applications 45, 73-87, 2012 Show publication in PURE

T. Schiffer, F. Aurenhammer and M. Demuth Computing convex quadrangulations Discrete Applied Mathematics 160, 648-656, 2012 , DOI , Link Show publication in PURE

Helmut Hauser, Auke J. Ijspeert, Rudolf M. Füchslin, Rolf Pfeifer and Wolfgang Maass The role of feedback in morphological computation with compliant bodies Biological Cybernetics , 1-19, 2012 , DOI , Link Show publication in PURE

Elmar Rückert and Gerhard Neumann Stochastic Optimal Control Methods for Investigating the Power of Morphological Computation Artificial Life 19, 115-131, 2012 , DOI , Link Show publication in PURE

Stefan Klampfl, V. David Stephen, Pingbo Yin, Shibab Shamma and Wolfgang Maass A quantitative analysis of information about past and present stimuli encoded by spikes of A1 neurons Journal of Neurophysiology 108, 1366-1380, 2012 , DOI , Link Show publication in PURE

Michael Pfeiffer, Manfred Hartbauer, Wolfgang Maass, Alexander B. Lang and Heinrich Römer Probing Real Sensory Worlds of Receivers with Unsupervised Clustering PLoS ONE 7, 1-22, 2012 , DOI , Link Show publication in PURE

F. Aurenhammer and B. Jüttler On computing the convex hull of (piecewise) curved objects Mathematics in computer science 6, 261-266, 2012 , DOI , Link Show publication in PURE

Conference/Workshop Article

Elmar Rückert and Gerhard Neumann A study of Morphological Computation by using Probabilistic Inference for Motor PlanningInternational Conference on Morphological Computation Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer, B. Jüttler, K. Dobiásová and G. Rote Triangulations with circular arcsGraph Drawing296-307 Show publication in PURE

Oswin Aichholzer, Wolfgang Aigner, Thomas Hackl and Nicola Wolpert Exact Medial Axis Computation for Circular Arc BoundariesCurves and Surfaces 201028-42 Show publication in PURE

Wolfgang Maass, Dimitri Probst, Henry Markram and Marc Oliver Gewaltig Liquid Computing in a Simplified Model of Cortical Layer IV: Learning to Balance a BallLecture Notes in Computer Science209-216 , Link Show publication in PURE

W. Aigner, F. Aurenhammer and B. Jüttler On triangulation axes of polygonsProc. 28th European Workshop on Computational Geometry (EuroCG'12)125-128 Show publication in PURE

Other Article

David Kappel, Bernhard Nessler and Wolfgang Maass Emergence of Hidden Markov Models through STDP in Networks of Spiking Neurons Show publication in PURE

Robert Legenstein and Wolfgang Maass Spikes as temporal beliefs and the optimal temporal integration of uncertain information in networks of spiking neurons Show publication in PURE

Zeno Jonke, Stefan Habenschuss, Robert Legenstein and Wolfgang Maass Improved feature extraction by pyramidal cells through relaxed lateral inhibition , Link Show publication in PURE

2011

Book Chapter

Wolfgang Maass Motivation, theory, and applications of liquid state machinesComputability in Context: Computation and Logic in the Real World275-296 Show publication in PURE

Journal Article

Robert Legenstein and Wolfgang Maass Branch-specific plasticity enables self-organization of nonlinear computation in single neurons The journal of neuroscience 31, 10787-10802, 2011 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl, B. Jüttler, M. Oberneder and Z. Sir Computational and structural advantages of circular boundary representation International Journal of Computational Geometry and Applications 21, 47-69, 2011 , DOI Show publication in PURE

Helmut Hauser, Auke J. Ijspeert, Rudolf M. Füchslin, Rolf Pfeifer and Wolfgang Maass Towards a theoretical foundation for morphological computation with compliant bodies Biological Cybernetics 105, 355-370, 2011 , Link Show publication in PURE

Lars Buesing, Johannes Bill, Bernhard Nessler and Wolfgang Maass Neural Dynamics as Sampling: A Model for Stochastic Computation in Recurrent Networks of Spiking Neurons PLoS Computational Biology 7, e1002211-e1002211, 2011 , DOI , Link Show publication in PURE

Malte J. Rasch, Klaus Schuch, Nikos K. Logothetis and Wolfgang Maass Statistical Comparison of Spike Responses to Natural Stimuli in Monkey Area V1 With Simulated Responses of a Detailed Laminar Network Model for a Patch of V1 Journal of Neurophysiology 105, 757-778, 2011 , DOI , Link Show publication in PURE

Helmut Hauser, Gerhard Neumann, Auke J. Ijspeert and Wolfgang Maass Biologically Inspired Kinematic Synergies Enable Linear Balance Control of a Humanoid Robot Biological Cybernetics 104, 235-249, 2011 , DOI , Link Show publication in PURE

Dejan Pecevski, Lars Buesing and Wolfgang Maass Probabilistic inference in general graphical models through sampling in stochastic networks of spiking neurons. PLoS Computational Biology 7, 1-25, 2011 , DOI , Link Show publication in PURE

Conference/Workshop Article

Robert Legenstein Dendritic computation could support probabilistic inference in networks of spiking neuronsAbstracts Annual Meeting1-1 Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer, K. Cech Dobiasova, B. Juettler and G. Rote Triangulations with circular arcsProc. 19th International Symposium on Graph Drawing296-307 Show publication in PURE

Gregor Michael Hörzer, Robert Legenstein and Wolfgang Maass Eliminating the teacher in reservoir computingProceedings of the 2nd International Conference on Morphological Computation32-32 , Link Show publication in PURE

Wolfgang Aigner Exact medial axis computation of triangulated solid for piecewise linear metricsSpringer LNCS 69201-27 Show publication in PURE

Thesis

Stefan Klampfl Computation and Learning in Biological Networks of Neurons: Theoretical Analysis, Computer Simulations, and Analysis of Experimental Data Show publication in PURE

Wolfgang Aigner The medial axis of geometric objects for various convex metrics Show publication in PURE

Other Article

Gernot Griesbacher and Helmut Hauser Moving a robot arm by exploiting its complex compliant morphology , Link Show publication in PURE

Stefanie Liebe, Gregor Michael Hörzer, Nikos Logothetis and Gregor Rainer Long range coupling in theta between V4 and prefrontal cortex predicts visual memory performance Show publication in PURE

Stefan Habenschuss, Helmut Puhr and Wolfgang Maass Emergence of Optimal Population Decoding through STDP Show publication in PURE

Robert Legenstein, Dejan Pecevski, Lars Holger Büsing and Wolfgang Maass Dendritic computation could support probabilistic inference in networks of spiking neurons , Link Show publication in PURE

Robert Legenstein and Wolfgang Maass Self-organization of nonlinear neural computation through synaptic plasticity in dendritic branches Show publication in PURE

2010

Journal Article

Claudia Clopath, Lars Holger Büsing, Eleni Vasilaki and Wulfram Gerstner Connectivity reflects Coding: a model of voltage-based STDP with homeostasis Nature Neuroscience 13, 344-352, 2010 , DOI Show publication in PURE

Michael Pfeiffer, Bernhard Nessler, Rodney J. Douglas and Wolfgang Maass Reward-modulated Hebbian Learning of Decision Making Neural Computation 22, 1399-1444, 2010 , DOI Show publication in PURE

Wolfgang Maass and Stefan Häusler Das Gehirn als Teich, in den man Steine wirft Der Standard , 16-16, 2010 Show publication in PURE

Wolfgang Maass and Stefan Häusler Zeitsprung in der Schüssel Kleine Zeitung / Stadtausgabe , 1-1, 2010 Show publication in PURE

Wolfgang Maass and Stefan Häusler Hirnforschung - Prothesen für Gelähmte Der Standard , 13-13, 2010 Show publication in PURE

Wolfgang Maass and Stefan Häusler Die Nerven und ihre Erinnerung Die Presse , 23-23, 2010 Show publication in PURE

Lars Holger Büsing and Wolfgang Maass A Spiking Neuron as Information Bottleneck Neural Computation 22, 1961-1992, 2010 , DOI Show publication in PURE

Robert Legenstein Reinforcement learning on slow features of high-dimensional input streams PLoS Computational Biology 6, e1000894-e1000894, 2010 , Link Show publication in PURE

Johannes Bill, Klaus Schuch, Wolfgang Maass, Daniel Bruederle, Johannes Schemmel and Karlheinz Meier Compensating inhomogeneities of neuromorphic VLSI devices via short-term synaptic plasticity Frontiers in Computational Neuroscience , 1-12, 2010 , DOI , Link Show publication in PURE

Stefan Klampfl and Wolfgang Maass A theoretical basis for emergent pattern discrimination in neural systems through slow feature extraction Neural Computation 22, 2979-3035, 2010 , DOI , Link Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer, T. Hackl, B. Jüttler, E. Pilgerstorfer and M. Rabl Divide-and conquer for Voronoi diagrams revisited Computational Geometry: Theory and Applications 43, 688-699, 2010 , DOI Show publication in PURE

Lars Holger Büsing, Benjamin Schrauwen and Robert Legenstein Connectivity, Dynamics, and Memory in Reservoir Computing with Binary and Analog Neurons Neural Computation 22, 1272-1311, 2010 , DOI Show publication in PURE

Robert Legenstein, Steven Chase, Andrew B. Schwartz and Wolfgang Maass A reward-modulated Hebbian learning rule can explain experimentally observed network reorganization in a brain control task The journal of neuroscience 30, 8400-8410, 2010 Show publication in PURE

Gregor Michael Hörzer, Stefanie Liebe, Alois Schlögl, Nikos Logothetis and Gregor Rainer Directed coupling in local field potentials of Macaque V4 during visual short-term memory revealed by multivariate autoregressive models Frontiers in Computational Neuroscience , 1-13, 2010 , DOI , Link Show publication in PURE

Conference/Workshop Article

Robert Legenstein Combining predictions for accurate recommender systemsProceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining693-702 Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer and B. Jüttler Exact medial axis computation for triangulated solids with respect to piecewise linear metricsCurves and Surfaces1-27 Show publication in PURE

Johannes Bill, Daniel Bruederle, Bernhard Kaplan, Jens Kremkow, Karlheinz Meier, Eric Mueller and Johannes Schemmel Simulator-like exploration of cortical network architectures with a mixed-signal VLSI systemCircuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on2784-2787 , Link Show publication in PURE

Robert Legenstein, Steven Chase, Andrew B. Schwartz and Wolfgang Maass Functional network reorganization in motor cortex can be explained by reward-modulated Hebbian learningProc. of NIPS 2009, Advances in Neural Information Processing Systems1105-1113 Show publication in PURE

Bernhard Nessler, Michael Pfeiffer and Wolfgang Maass STDP enables spiking neurons to detect hidden causes of their inputsProc. of Advances in Neural Information Processing Systems (NIPS)1357-1365 , Link Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer, K. Dobiásová and B. Jüttler Arc triangulationsProc. 26th European Workshop on Computational Geometry (EuroCG'10)17-20 Show publication in PURE

Stefan Klampfl and Wolfgang Maass Replacing supervised classification learning with Slow Feature Analysis in spiking neural networksAdvances in Neural Information Processing Systems988-996 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl, C. Huemer, A. Pilz and B. Vogtenhuber 3-Colorability of pseudo-triangulationsProc. 26th European Workshop on Computational Geometry (EuroCG'10)21-24 Show publication in PURE

M. Demuth, F. Aurenhammer and A. Pinz Straight skeletons for binary shapesComputer Vision and Pattern Recognition Workshop (CVPRW)9-16 Show publication in PURE

Other Article

Gregor Michael Hörzer Reward-modulated Hebbian learning is able to induce coherent patterns of activity and simple memory functions in initially chaotic recurrent neural networks Show publication in PURE

Stefanie Liebe, Gregor Michael Hörzer, Nikos Logothetis and Gregor Rainer Oscillatory neuronal synchronization between prefrontal and extrastriate visual cortex during visual memory Show publication in PURE

Lars Büsing, Johannes Bill, Bernhard Nessler, Stefan Habenschuss and Wolfgang Maass Emergence of Bayesian computation in generic motifs of cortical microcircuits Show publication in PURE

2009

Journal Article

O. Aichholzer, F. Aurenhammer, T. Hackl and B. Speckmann On minimum weight pseudo-triangulations Computational Geometry: Theory and Applications 42, 627-631, 2009 Show publication in PURE

A. Steimer, Wolfgang Maass and Rodney Douglas Belief-propagation in networks of spiking neurons Neural Computation 21, 2502-2523, 2009 Show publication in PURE

Stefan Klampfl, Robert Albin Legenstein and Wolfgang Maass Spiking neurons can learn to solve information bottleneck problems and to extract independent components Neural Computation 21, 911-959, 2009 Show publication in PURE

Wolfgang Maass and Stefan Häusler Blick zurück Die Presse , ??-??, 2009 Show publication in PURE

Wolfgang Maass and Stefan Häusler Durch die Brille der Vergangenheit Wiener Zeitung , 8-8, 2009 Show publication in PURE

Wolfgang Maass and Stefan Häusler Blick durch die Brille Der Standard , ??-??, 2009 Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer, T. Hackl, B. Jüttler and M. Rabl Medial axis computation for planar free-form shapes Computer-Aided Design 41, 339-349, 2009 , DOI , Link Show publication in PURE

D. Buonomano and Wolfgang Maass State-dependent computations: Spatiotemporal processing in cortical networks Nature Reviews Neuroscience 10, 113-125, 2009 , DOI Show publication in PURE

Stefan Häusler, Klaus Schuch and Wolfgang Maass Motif distribution, dynamical properties, and computational performance of two data-based cortical microcircuit templates Journal of physiology Paris 103, 73-87, 2009 , DOI Show publication in PURE

Danko Nikolic, Stefan Häusler, Wolf Singer and Wolfgang Maass Distributed fading memory for stimulus properties in the primary visual cortex PLoS Biology 7, 1-19, 2009 , DOI Show publication in PURE

B. Aronov, F. Aurenhammer, F. Hurtado , S. Langerman , D. Rappaport , C. Seara and S. Smorodinsky Small weak epsilon nets Computational Geometry: Theory and Applications 42, 455-462, 2009 , DOI Show publication in PURE

Dejan Pecevski, Thomas Natschläger and Klaus Schuch PCSIM: A Parallel Simulation Environment for Neural Circuits Fully Integrated with Python Frontiers in Neuroinformatics 3, ---, 2009 , DOI , Link Show publication in PURE

Conference/Workshop Article

Bernhard Nessler, Michael Pfeiffer and Wolfgang Maass Hebbian learning of Bayes optimal decisionsAdvances in neural information processing systems 211169-1176 Show publication in PURE

Gerhard Neumann, Wolfgang Maass and Jan Peters Learning Complex Motions by Sequencing Simpler Motion TemplatesProceedings of the Twenty-Sixth International Conference on Machine Learning (ICML 2009)753-761 , Link Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer, T. Hackl, B. Jüttler, E. Pilgerstorfer and M. Rabl Divide-and-conquer for voronoi diagrams revisitedProc. 25th European Workshop on Computational Geometry (EuroCG'09)293-296 Show publication in PURE

Benjamin Schrauwen, Lars Holger Büsing and Robert Legenstein On Computational Power and the Order-Chaos Phase Transition in Reservoir ComputingAnnual Conference on Neural Information Processing Systems Show publication in PURE

O. Aichholzer, F. Aurenhammer, B. Kornberger, S. Plantinga, G. Rote, A. Sturm and G. Vegter Recovering structure from r-sampled objectsProc. Symposium on Geometry Processing 20091349-1360 Show publication in PURE

O. Aichholzer, F. Aurenhammer, F. Hurtado, P. Ramos and J. Urrutia Two-convex polygonsProc. 25th European Workshop on Computational Geometry (EuroCG'09)117-120 Show publication in PURE

O. Aichholzer, F. Aurenhammer, O. Devillers, T. Hackl, M. Teillaud and B. Vogtenhuber Lower and upper bounds on the number of empty cylinders and ellipsoidsProc. 25th European Workshop on Computational Geometry (EuroCG'09)139-142 Show publication in PURE

Heinz Koeppl and Stefan Häusler Motifs, algebraic connectivity and computational performance of two data- based cortical circuit templatesInternational Workshop on Computational Systems Biology83-86 , Link Show publication in PURE

O. Aichholzer, W. Aigner, F. Aurenhammer, T. Hackl, B. Jüttler, E. Pilgerstorfer and M. Rabl Divide-and-conquer for voronoi diagrams revisitedProc. 25th Ann. Symposium on Computational Geometry (SoCG'09)189-197 Show publication in PURE

Thesis

Robert Legenstein Computation and Learning in Neural Systems Show publication in PURE

Gernot Griesbacher Learning to move a robot arm by exploiting it’s morphological structure Show publication in PURE

Other Article

Robert Legenstein and Wolfgang Maass An integrated learning rule for branch strength potentiation and STDP Show publication in PURE

Bernhard Nessler, Michael Pfeiffer and Wolfgang Maass STDP performs stochastic EM to reveal the hidden causes of spatiotemporal spiking patterns , Link Show publication in PURE

Stefanie Liebe, Gregor Michael Hörzer, Nikos Logothetis, Wolfgang Maass and Gregor Rainer Long range coupling between V4 and PF in theta band during visual short-term memory , Link Show publication in PURE

Stefan Klampfl Replacing supervised classification learning with Slow Feature Analysis in spiking neural networks , Link Show publication in PURE

Robert Legenstein, Steven M. Chase, Andrew B. Schwartz and Wolfgang Maass Functional network reorganization in motor cortex can be explained by reward-modulated Hebbian learning Show publication in PURE

Bernhard Nessler, Michael Pfeiffer and Wolfgang Maass STDP enables spiking neurons to detect hidden causes of their inputs , Link Show publication in PURE

Niko Wilbert, Mathias Franzius, Robert Legenstein and Laurenz Wiskott Reinforcement learning on complex visual stimuli Show publication in PURE

Niko Wilbert, Robert Legenstein and Laurenz Wiskott Slowness in hierarchical networks for visual processing Show publication in PURE

Stefan Klampfl, Stephen V David, Pingbo Yin, Shihab A Shamma and Wolfgang Maass Integration of stimulus history in information conveyed by neurons in primary auditory cortex in response to tone sequences Show publication in PURE

2008

Book Chapter

F. Aurenhammer and Y.-F. Xu Optimal triangulationsEncyclopedia of Optimization (2nd Edition)2757-2764 Show publication in PURE

Journal Article

Claudia Clopath, Lorric Ziegler, Eleni Vasilaki, Lars Holger Büsing and Wulfram Gerstner Tag-Trigger-Consolidation: A Model of Early and Late Long-Term-Potentiation and Depression PLoS Computational Biology 4, e1000248-e1000248, 2008 , DOI , Link Show publication in PURE

Malte Rasch, A. Gretton, Y. Murayama, Wolfgang Maass and N. K. Logothetis Inferring spike trains from local field potentials Journal of Neurophysiology 99, 1461-1476, 2008 , DOI Show publication in PURE

Marcelo Montemurro, Malte Rasch, Yusuke Murayama, Nikos K. Logothetis and Stefano Panzeri Phase-of-Firing Coding of Natural Visual Stimuli in Primary Visual Cortex Current biology 18, 375-380, 2008 , DOI , Link Show publication in PURE

Gerhard Neumann Batch-Mode Reinforcement Learning for Continuous State Spaces: A Survey ÖGAI-Journal 27, 1-1, 2008 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, P. Gonzalez-Nava, T. Hackl, C. Huemer, F. Hurtado, H. Krasser, S. Ray and B. Vogtenhuber Matching edges and faces in polygonal partitions Computational Geometry: Theory and Applications 39, 134-141, 2008 , DOI Show publication in PURE

Robert Legenstein, Dejan Pecevski and Wolfgang Maass A learning theory for reward-modulated spike-timing-dependent plasticity with application to biofeedback PLoS Computational Biology 4, 1-27, 2008 Show publication in PURE

Robert Albin Legenstein and Wolfgang Maass On the classification capability of sign-constrained perceptrons Neural Computation 20, 208-309, 2008 Show publication in PURE

Conference/Workshop Article

F. Aurenhammer, M. Demuth and T. Schiffer Computing convex quadrangulationsProc. International Symposium on Voronoi Diagrams in Science and Engineering32-43 Show publication in PURE

Robert Legenstein Improved neighborhood-based algorithms for large-scale recommender systemsKDD-Cup and Workshop. ACM, 2008 Show publication in PURE

Robert Legenstein, Steven M. Chase, Andrew B. Schwartz and Wolfgang Maass A model for learning effects in motor cortex that may facilitate the brain control of neuroprosthetic devices2008 Neuroscience Meeting Planner, Online Show publication in PURE

Anna Saranti A., Meier M. "underground sounds": Experimenting with the sounds of earthquakesProceedings of the International Computer Music Conference0-0 , Link Show publication in PURE

Anna Manuela Meier, Saranti Sonic Explorations with Earthquake DataProceedings of the 14th International Conference on Auditory Display, Paris, France, June 24-27, 20080-0 , Link Show publication in PURE

Lars Holger Büsing and Wolfgang Maass Simplified rules and theoretical analysis for information bottleneck optimization and PCA with spiking neuronsProc. of NIPS 2007, Advances in Neural Information Processing Systems , Link Show publication in PURE

Gerhard Neumann Fitted Q-Iteration by Advantage Weighted RegressionAdvances in Neural Information Processing Systems 22 (NIPS 2008) , Link Show publication in PURE

Robert Albin Legenstein, Dejan Pecevski and Wolfgang Maass Theoretical analysis of learning with reward-modulated spike-timing-dependent plasticityProc. of NIPS 2007, Advances in Neural Information Processing Systems , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl, B. Kornberger, S. Plantinga, G. Rote, A. Sturm and G. Vegter Seed polytopes for incremental approximationProc. 24th European Workshop on Computational Geometry (EuroCG'08)13-16 Show publication in PURE

Thesis

Gregor Michael Hörzer Extraction of information about the behavioral state of monkeys from neuronal recordings with methods from machine learning Show publication in PURE

Johannes Bill Self-Stabilizing Network Architectures on a Neuromorphic Hardware System , Link Show publication in PURE

Other Article

Claudia Clopath, Lars Holger Büsing, Eleni Vasilaki and Wulfram Gerstner A unified voltage-based model for STDP, LTP and LTD Show publication in PURE

Bernhard Nessler, Michael Pfeiffer and Wolfgang Maass Hebbian Learning of Bayes Optimal Decisions Show publication in PURE

Robert Legenstein On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing Show publication in PURE

O. Aichholzer, F. Aurenhammer, O. Devillers, T. Hackl, M. Teillaud and B. Vogtenhuber Counting quadrics and Delaunay triangulations and a new convex hull theorem Show publication in PURE

Michael Pfeiffer, Bernhard Nessler and Wolfgang Maass A Hebbian Learning Rule for Optimal Decision Making Show publication in PURE

Stefan Häusler, Klaus Schuch and Wolfgang Maass Motif distribution, dynamical properties, and computational performance of two data-based cortical microcircuit templates Show publication in PURE

2007

Book Chapter

Robert Albin Legenstein and Wolfgang Maass What makes a dynamical system computationally powerful?New Directions in Statistical Signal Processing: From Systems to Brain127-154 , Link Show publication in PURE

Journal Article

David Sussillo, Taro Toyoizumi and Wolfgang Maass Self-tuning of neural circuits through short-term synaptic plasticity Journal of Neurophysiology 97, 4079-4095, 2007 , DOI Show publication in PURE

O. Aichholzer, F. Aurenhammer and T. Hackl Pre-triangulations and liftable complexes Discrete & Computational Geometry 38, 701-725, 2007 Show publication in PURE

Eilif Muller, Lars Holger Büsing, Johannes Schemmel and Karlheinz Meier Spike-Frequency Adapting Neural Ensembles: Beyond Mean Adaptation and Renewal Theories Neural Computation 19, 2958-3010, 2007 Show publication in PURE

F. Aurenhammer Weighted skeletons and fixed-share decomposition Computational Geometry: Theory and Applications 40, 93-101, 2007 Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl and C. Huemer Connecting colored point sets Discrete Applied Mathematics 155, 271-278, 2007 Show publication in PURE

Stefan Häusler and Wolfgang Maass A statistical analysis of information processing properties of lamina-specific cortical microcircuit models. Cerebral Cortex 17, 149-162, 2007 , Link Show publication in PURE

Prashant Joshi From memory based decisions to decision based movements: A model of interval discrimination followed by action selection Neural Networks 20, 298-311, 2007 , DOI Show publication in PURE

O. Aichholzer, F. Aurenhammer, C. Huemer and B. Vogtenhuber Gray code enumeration of plane straight line graphs Graphs and Combinatorics 23, 467-479, 2007 Show publication in PURE

Herbert Jaeger, Wolfgang Maass and J. C. Principe Introduction to the special issue on echo state networks and liquid state machines Neural Networks 20, 287-289, 2007 , DOI Show publication in PURE

Wolfgang Maass, Prashant Joshi and Eduardo Sontag Computational aspects of feedback in neural circuits PLoS Computational Biology 3, 1-20, 2007 , Link Show publication in PURE

Robert Albin Legenstein and Wolfgang Maass Edge of Chaos and Prediction of Computational Performance for Neural Circuit Models Neural Networks 20, 323-333, 2007 Show publication in PURE

Conference/Workshop Article

Wolfgang Maass Liquid computingProceeding of the Conference CiE'07 Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl, B. Kornberger, M. Peternell and H. Pottmann Approximating boundary-triangulated objects with ballsProc. 23rd European Workshop on Computational Geometry (EuroCG'07)130-133 , Link Show publication in PURE

Arthur Gretton, Karsten M. Borgwardt, Malte Johannes Rasch, Bernhard Schoelkopf and Alex J. Smola A kernel method for the two-sample-problemAdvances in neural information processing systems 19513-520 , Link Show publication in PURE

[No Value] D. Nikolic, Stefan Häusler, [No Value] W. Singer and Wolfgang Maass Temporal dynamics of information content carried by neurons in the primary visual cortexAdvances in Neural Information Processing Systems1041-1048 , Link Show publication in PURE

Stefan Klampfl, Robert Albin Legenstein and Wolfgang Maass Information Bottleneck Optimization and Independent Component Extraction with Spiking NeuronsAdvances in Neural Information Processing Systems713-720 , Link Show publication in PURE

Oswin Aichholzer, Franz Aurenhammer, Thomas Hackl, Bert Jüttler, Margot Oberneder and Zbynek Sir Computational and structural advantages of circular boundary representationInternational Workshop on Algorithms and Data Structures374-385 Show publication in PURE

Gerhard Neumann, Michael Pfeiffer and Wolfgang Maass Efficient Continuous-Time Reinforcement Learning with Adaptive State GraphsProceedings of the 18th European Conference on Machine Learning (ECML) Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl and B. Speckmann On (pointed) minimum weight pseudo-triangulationsProc. 19th Canadian Conference on Computational Geometry (CCCG'07)209-212 Show publication in PURE

F. Aurenhammer, M. Peternell, H. Pottmann and J. Wallner Voronoi diagrams for oriented spheresProc. 4th International Conference on Voronoi Diagrams in Science and Engineering (ISVD'07)33-37 Show publication in PURE

Helmut Hauser, Gerhard Neumann, [No Value] A. J. Ijspeert and Wolfgang Maass Biologically inspired kinematic synergies provide a new paradigm for balance control of humanoid robotsProceedings of the IEEE-RAS 7th International Conference on Humanoid Robots (Humanoids 2007) Show publication in PURE

Other Article

David Sussillo, [No Value] Toyoizumi T. and Wolfgang Maass Self-tuning of neural circuits through short-term synaptic plasticity Show publication in PURE

Stefan Häusler, Wolfgang Maass, Wolf Singer and Danko Nikolic Superposition of information in large ensembles of neurons in primary visual cortex. Show publication in PURE

Robert Albin Legenstein Theoretical analysis of learning with reward-modulated spike-timing-dependent plasticity Show publication in PURE

Oswin Aichholzer, Franz Aurenhammer, Thomas Hackl, B. Kornberger , M. Peternell and Helmut Pottmann Approximating boundary-triangulated objects with balls Show publication in PURE

Lars Holger Büsing Simplified rules and theoretical analysis for information bottleneck optimization and PCA with spiking neurons Show publication in PURE

O. Aichholzer, F. Aurenhammer, T. Hackl, B. Juettler, M. Oberneder and Z. Sir Computational and structural advantages of circular boundary representation Show publication in PURE

Franz Aurenhammer, B. Speckmann, Oswin Aichholzer and Thomas Hackl On (pointed) minimum weight pseudo-triangulations Show publication in PURE

Franz Aurenhammer, M. Peternell, Helmut Pottmann and J. Wallner Voronoi diagrams for oriented spheres Show publication in PURE

2006

Book

Oswin Aichholzer, Franz Aurenhammer and Thomas Hackl Connecting colored point sets Show publication in PURE

Franz Aurenhammer and [No Value] H. Krasser Pseudo-simplicial complexes from maximal locally convex functions Show publication in PURE

Franz Aurenhammer, [No Value] R. L. S. Drysdale and [No Value] H. Krasser Farthest line segment Voronoi diagrams Show publication in PURE

Franz Aurenhammer, B. Kornberger , M. Peternell , H. Pottmann, Oswin Aichholzer and Thomas Hackl Approximating boundary-triangulated objects with balls Show publication in PURE

Oswin Aichholzer, Franz Aurenhammer, Thomas Hackl, B. Juettler, M. Oberneder and Z. Sir Computational and structural advantages of circular boundary representation Show publication in PURE

Franz Aurenhammer, [No Value] M. Peternell, [No Value] H. Pottmann and [No Value] J. Wallner Voronoi diagrams for oriented spheres Show publication in PURE

Oswin Aichholzer, Franz Aurenhammer, C. Huemer and Hannes Krasser Transforming spanning trees and pseudo-triangulations Show publication in PURE

Journal Article

Johannes Bill Resonant quantum dynamics of neutral spin-1 particles in a magnetic guide Physical Review A , 53609-1-53609-9, 2006 , DOI , Link Show publication in PURE

F. Aurenhammer, S. Drysdale and H. Krasser Farthest line segment Voronoi diagrams Information Processing Letters 100, 220-225, 2006 Show publication in PURE

Kei Uchizawa, Rodney Douglas and Wolfgang Maass On the computational power of threshold circuits with sparse activity Neural Computation 18, 2995-3008, 2006 , Link Show publication in PURE

Andreas Opelt, Axel Pinz, Michael Fussenegger and Peter Auer Generic Object Recognition with Boosting IEEE Transactions on Pattern Analysis and Machine Intelligence 28, 416-431, 2006 Show publication in PURE

O. Aichholzer, F. Aurenhammer and H. Krasser On the crossing number of complete graphs Computing 76, 165-176, 2006 Show publication in PURE

Wolfgang Maass Book review of "Imitation of life: how biology is inspiring computing" by Nancy Forbes Pattern analysis and applications 8, 390-391, 2006 , Link Show publication in PURE

F. Aurenhammer and H. Krasser Pseudo-simplicial complexes from maximal locally convex functions Discrete & Computational Geometry 35, 201-221, 2006 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, C. Huemer and H. Krasser Transforming spanning trees and pseudo-triangulations Information Processing Letters 97, 19-22, 2006 , Link Show publication in PURE

Karsten M. Borgwardt, Arthur Gretton, Malte Johannes Rasch, Hans-Peter Kriegel, Bernhard Schoelkopf and Alex J. Smola Integrating structured biological data by Kernel Maximum Mean Discrepancy Bioinformatics 22, e49-e57, 2006 , Link Show publication in PURE

Alexander Kaske and Wolfgang Maass A model for the interaction of oscillations and pattern generation with real-time computing in generic neural microcircuit models Neural Networks 19, 600-609, 2006 , Link Show publication in PURE

Conference/Workshop Article

Prashant Joshi Modeling working memory and decision making using generic neural microcircuitsArtificial Neural Networks -- ICANN 2006515-524 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, C. Huemer and B. Vogtenhuber Gray code enumeration of plane straight-line graphsProc. 22nd European Workshop on Computational Geometry (EuroCG'06)71-74 , Link Show publication in PURE

Y. Fregnac, M. Blatow, J.-P. Changeux, J. DeFelipe, A. Lansner, Wolfgang Maass, D. A. McCormick, C. M. Michel, H. Monyer, E. Szathmary and R. Yuste UPs and DOWNs in cortical computationMicrocircuits: The Interface between Neurons and Global Brain Frunction393-433 , Link Show publication in PURE

Wolfgang Maass and H. Markram Theory of the computational function of microcircuit dynamicsMicrocircuits: The Interface between Neurons and Global Brain Frunction371-390 , Link Show publication in PURE

Marian Kepesi, Michael Neffe, Van Tuan Pham, Michael Grabner and Andreas Juffinger Audio-Visual Feature Extraction for Semi-Automatic Annotation of Meetings,Proc. of MMSP 2006999-999 Show publication in PURE

K. Uchizawa, Rodney Douglas and Wolfgang Maass Energy complexity and entropy of threshold circuitsAutomata, languages and programming631-642 , Link Show publication in PURE

Marian Kepesi, Van Tuan Pham, Gernot Kubin, Luis Weruaga, Andreas Juffinger and Michael Grabner Noise Cancellation Frontends for Automatic Meeting TranscriptionProc. Euronoise'06999-999 Show publication in PURE

Wolfgang Maass, Prashant Joshi and Eduardo Sontag Principles of real-time computing with feedback applied to cortical microcircuit modelsAdvances in Neural Information Processing Systems835-842 , Link Show publication in PURE

Robert Albin Legenstein and Wolfgang Maass A criterion for the convergence of learning with spike timing dependent plasticityAdvances in Neural Information Processing Systems763-770 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer and T. Hackl Pre-triangulations and liftable complexesProc, 22nd Ann. Symposium on Computational Geometry (SoCG'06)282-291 Show publication in PURE

Thesis

Stefan Klampfl Extracting Statistically Independent Components with a Generalized BCM Rule for Spiking Neurons Show publication in PURE

Other Article

Stefan Häusler and Wolfgang Maass Computational consequences of lamina-specific structure in cortical microcircuit models Show publication in PURE

Stefan Klampfl, Robert Albin Legenstein and Wolfgang Maass Extracting Independent Components with Spiking Neurons Show publication in PURE

Stefan Häusler and Wolfgang Maass Computational consequences of lamina-specific structure in cortical microcircuit models. Show publication in PURE

Stefan Klampfl, Robert Albin Legenstein and Wolfgang Maass Information Bottleneck Optimization and Independent Component Extraction with Spiking Neurons , Link Show publication in PURE

Robert Albin Legenstein Analysis of Neural Microcircuits on the Systems Level Show publication in PURE

2005

Journal Article

Alexander Kaske and Nils Bertschinger Travelling wave patterns in a model for the spinal pattern generator using spiking neurons Biological Cybernetics 92, 206-218, 2005 , DOI , Link Show publication in PURE

Prashant Joshi and Wolfgang Maass Movement generation with circuits of spiking neurons Neural Computation 17, 1715-1738, 2005 Show publication in PURE

Robert Albin Legenstein, Christian Näger and Wolfgang Maass What can a neuron learn with spike-timing-dependent plasticity? Neural Computation 17, 2337-2382, 2005 , Link Show publication in PURE

Robert Albin Legenstein and Wolfgang Maass Wire length as a circuit complexity measure Journal of Computer and System Sciences 70, 53-72, 2005 , Link Show publication in PURE

Thomas Natschläger and Wolfgang Maass Dynamics of information and emergent computation in generic neural microcircuit models Neural Networks , 1301-1308, 2005 , Link Show publication in PURE

Conference/Workshop Article

D. Goswami, Klaus Schuch, Yi Zheng, T. De Marse and J. C. Principe Towards the modeling of dissociated cortical tissue in the liquid state machine frameworkProceedings of the International Joint Conference on Neural Networks (IJCNN) 2005 / Vol. 42179-2183 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, P. Gonzalez-Nava, T. Hackl, C. Huemer, F. Hurtado, H. Krasser, S. Ray and B. Vogtenhuber Matching edges and faces in polygonal partitionsProc. 17th Canadian Conference on Computational Geometry (CCCG'05)123-126 , Link Show publication in PURE

Harald Michael Burgsteiner, Mark Kröll, Alexander Leopold and Gerald Steinbauer Movement Prediction from real-world Images using a Liquid State MachineInnovations in Applied Artificial Intelligence121-130 Show publication in PURE

Franz Aurenhammer Pre-triangulations: A generalization of Delaunay triangulations and flips2nd Int. Symposium on Voronoi Diagrams in Science and Engineering235-235 , Link Show publication in PURE

Thomas Natschläger, Nils Bertschinger and Robert Albin Legenstein At the edge of chaos: Real-time computations and self-organized criticality in recurrent neural networksAdvances in Neural Information Processing Systems145-152 , Link Show publication in PURE

Michael Pfeiffer, Amir Saffari and Andreas Juffinger Predicting Text Relevance from Sequential Reading BehaviorNIPS Workshop on Machine Learning for Implicit Feedback and User Modeling1-6 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, C. Huemer and H. Krasser Transforming spanning trees and pseudo-triangulationsProc. 21th European Workshop on Computational Geometry (EuroCG'05)81-84 , Link Show publication in PURE

B. Aronov, F. Aurenhammer, F. Hurtado, S. Langerman, D. Rappaport, C. Seara and S. Smorodinsky Small weak epsilon netsProc. 17th Canadian Conference on Computational Geometry (CCCG'05)51-54 , Link Show publication in PURE

Wolfgang Maass, Robert Albin Legenstein and Nils Bertschinger Methods for estimating the computational power and generalization capability of neural microcircuitsAdvances in Neural Information Processing Systems865-872 , Link Show publication in PURE

F. Aurenhammer and H. Krasser Pseudo-tetrahedral complexesProc. 21th European Workshop on Computational Geometry (EuroCG'05)85-88 , Link Show publication in PURE

Other Article

Wolfgang Maass, Prashant Joshi and Eduardo Sontag Principles of real-time computing with feedback applied to cortical microcircuit models Show publication in PURE

Robert Albin Legenstein A criterion for the convergence of learning with spike timing dependent plasticity Show publication in PURE

Michael Pfeiffer Reinforcement Learning of Strategies for Settlers of Catan , Link Show publication in PURE

Robert Albin Legenstein Real-time computations and self organized criticality in recurrent neural networks Show publication in PURE

Stefan Häusler and Wolfgang Maass Computational consequences of lamina-specific structure in cortical microcircuit models Show publication in PURE

2004

Book

Andreas Opelt, Michael Fussenegger, Axel Pinz and Peter Auer Generic object recognition with boosting Show publication in PURE

Book Chapter

Wolfgang Maass, Thomas Natschläger and Henry Markram Computational models for generic cortical microcircuitsComputational Neuroscience: A Comprehensive Approach575-605 , Link Show publication in PURE

Journal Article

O. Aichholzer, F. Aurenhammer, H. Krasser and B. Speckmann Convexity minimizes pseudo-triangulations Computational Geometry: Theory and Applications 28, 3-10, 2004 Show publication in PURE

O. Aichholzer, F. Aurenhammer and B. Palop Quickest paths, straight skeletons, and the city Voronoi diagram Discrete & Computational Geometry 31, 17-35, 2004 Show publication in PURE

Ofer Melamed, Wulfram Gerstner, Wolfgang Maass, Misha Tsodyks and Henry Markram Coding and learning of behavioral sequences Trends in neurosciences 27, 11-14, 2004 , Link Show publication in PURE

Nils Bertschinger and Thomas Natschläger Real-time computation at the edge of chaos in recurrent neural networks. Neural Computation 16, 1413-1436, 2004 Show publication in PURE

Michael Pfeiffer Machine Learning Applications in Computer Games ÖGAI-Journal 23, 4-7, 2004 Show publication in PURE

Wolfgang Maass and Henry Markram On the computational power of recurrent circuits of spiking neurons Journal of Computer and System Sciences 69, 593-616, 2004 , Link Show publication in PURE

Conference/Workshop Article

Oswin Aichholzer, C. Huemer and Hannes Krasser Triangulations without pointed spanning trees - extended abstractProc. 20th European Workshop on Computational Geometry EWCG'04221-224 Show publication in PURE

Michael Pfeiffer Reinforcement Learning of Strategies for Settlers of CatanInternational Conference on Computer Games: Artificial Intelligence, Design and Education 2004384-388 , Link Show publication in PURE

Michael Fussenegger, Andreas Opelt, Axel Pinz and Peter Auer Object recognition using segmentation for feature detectionWorkshop of the Austrian Association for Pattern Recognition103-110 Show publication in PURE

Andreas Juffinger, Ahmed Patel and Nikita Schmidt Focused Multimedia Crawling - Distributed Evaluation FrameworkControl, Communication and Network Systems, Technologies and Applications34-37 Show publication in PURE

Prashant Joshi and Wolfgang Maass Movement generation and control with generic neural microcircuits1st International Workshop on Biologically Inspired Approaches to Advanced Information Technology258-273 , Link Show publication in PURE

Wolfgang Maass and Thomas Natschläger Information dynamics and emergent computation in recurrent circuits of spiking neuronsAnnual Conference on Neural Information Processing Systems1255-1262 , Link Show publication in PURE

Other Article

Robert Albin Legenstein Methods of Estimating the Computational Power and Generalization Capability of Neural Microcircuits Show publication in PURE

2003

Book Chapter

Peter L. Bartlett and Wolfgang Maass Vapnik-Chervonenkis dimension of neural netsThe Handbook of Brain Theory and Neural Networks1188-1192 , Link Show publication in PURE

Thomas Natschläger, Wolfgang Maass and Henry Markram Computer models and analysis tools for neural microcircuitsNeuroscience Databases. A Practical Guide123-138 , Link Show publication in PURE

Wolfgang Maass and Henry Markram Temporal integration in recurrent microcircuitsThe Handbook of Brain Theory and Neural Networks1159-1163 , Link Show publication in PURE

Wolfgang Maass Computation with spiking neuronsThe Handbook of Brain Theory and Neural Networks1080-1083 , Link Show publication in PURE

Journal Article

Robert Albin Legenstein, Henry Markram and Wolfgang Maass Input prediction and autonomous movement analysis in recurrent circuit of spiking neurons Reviews in the Neurosciences 14, 5-19, 2003 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, P. Brass and H. Krasser Pseudo-triangulations from surfaces and a novel type of edge flip SIAM Journal on Computing 32, 1621-1653, 2003 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, F. Hurtado and H. Krasser Towards compatible triangulations Theoretical Computer Science 296, 3-13, 2003 , Link Show publication in PURE

Stefan Häusler, Henry Markram and Wolfgang Maass Perspectives of the high dimensional dynamics of neural microcircuits from the point of view of low dimensional readouts Complexity 8, 39-50, 2003 , Link Show publication in PURE

Conference/Workshop Article

F. Aurenhammer Pseudo-simplices and their derivationProc. Voronoi Conference on Analytic Number Theory and Spatial Tesselations11-11 , Link Show publication in PURE

Wolfgang Maass, Thomas Natschläger and Henry Markram A model for real-time computation in generic neural microcircuitsAdvances in Neural Information Processing Systems ; 15229-236 , Link Show publication in PURE

Frank Kappe, Georg Droschl, Wolfgang Kienreich, Vedran Sabol, Jutta Becker, Keith Andrews, Michael Granitzer, Klaus Tochtermann and Peter Auer InfoSky: Visual Exploration of Large Hierarchical Document RepositoriesProc. HCI International 2003 ; Vol. 31268-1272 Show publication in PURE

O. Aichholzer, F. Aurenhammer and H. Krasser Adapting (pseudo)-triangulations with a near-linear number of edge flipsProc. 8th International Workshop on Algorithms and Data Structures (WADS'03)12-24 Show publication in PURE

Oswin Aichholzer, E. Bremner, E. D. Demaine, F. Hurtado, E. Kranakis, Hannes Krasser, S. Ramaswami, S. Sethia and J. Urrutia Geometric games on triangulationsProc. 19th European Workshop on Computational Geometry CG'0389-92 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer, P. Brass and H. Krasser Spatial embedding of pseudo-triangulationsProc. 19th Ann. Symposium on Computational Geometry (SoCG'03)144-153 Show publication in PURE

Thesis

Michael Pfeiffer Machine Learning Application in Computer Games Show publication in PURE

Hannes Krasser Order types of point sets in the plane Show publication in PURE

2002

Book

Oswin Aichholzer, Franz Aurenhammer and H. Krasser Progress on rectilinear crossing numbers Show publication in PURE

Journal Article

O. Aichholzer and F. Aurenhammer Voronoi diagrams - computational geometry's favorite Telematik 8, 7-11, 2002 Show publication in PURE

Keith Andrews, Wolfgang Kienreich, Vedran Sabol, Jutta Becker, Georg Droschl, Frank Kappe, Michael Granitzer, Peter Auer and Klaus Tochtermann The InfoSky Visual Explorer: Exploiting Hierarchical Structure and Document Similarities Information Visualization 1, 166-181, 2002 , DOI Show publication in PURE

O. Aichholzer, F. Aurenhammer, B. Brandstätter, T. Ebner, H. Krasser, C. Magele, M. Mühlmann and W. Renhart Evolution strategy and hierarchical clustering IEEE Transactions on Magnetics 38, 1041-1044, 2002 Show publication in PURE

F. Aurenhammer, N. Katoh, H. Kojima, M. Ohsaki and Y.-F. Xu Approximating uniform triangular meshes in polygons Theoretical Computer Science , 879-895, 2002 Show publication in PURE

O. Aichholzer, F. Aurenhammer and F. Hurtado Sequences of spanning trees and a fixed tree theorem Computational Geometry: Theory and Applications , 3-20, 2002 Show publication in PURE

O. Aichholzer, F. Aurenhammer and H. Krasser Enumerating order types for small point sets with applications Order , 265-281, 2002 , DOI Show publication in PURE

O. Aichholzer, F. Aurenhammer and T. Werner Algorithmic fun - Abalona Telematik , 4-6, 2002 Show publication in PURE

O. Aichholzer, F. Aurenhammer and H. Krasser Points and combinatorics Telematik 8, 12-17, 2002 Show publication in PURE

Conference/Workshop Article

O. Aichholzer, F. Aurenhammer and B. Palop Quickest paths, straight skeletons, and the city Voronoi diagramProc. 18th Ann. ACM Symposium on Computational Geometry (SoCG'02)151-159 Show publication in PURE

Frank Kappe, Georg Droschl, Wolfgang Kienreich, Vedran Sabol, Jutta Becker, Keith Andrews, Michael Granitzer, Klaus Tochtermann and Peter Auer InfoSky: Eine neue Technologie zur Erforschung großer, hierarchischer WissensräumeProceedings KnowTech 2002 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer and H. Krasser On the crossing number of complete graphsProc. 18th Ann. ACM Symposium on Computational Geometry (SoCG'02)19-24 Show publication in PURE

O. Aichholzer, F. Aurenhammer and H. Krasser On the crossing number of complete graphsProc. 18th European Workshop on Computational Geometry (EuroCG'02)90-92 Show publication in PURE

O. Aichholzer, F. Aurenhammer, H. Krasser and B. Speckmann Convexity minimizes pseudo-triangulationsProc. 14th Canadian Conference on Computational Geometry (CCCG'02)158-161 Show publication in PURE

Wolfgang Maass, Gerald Steinbauer and Roland Koholka Autonomous fast learning in a mobile robotSensor Based Intelligent Robots. International Workshop, Dagstuhl, 2000, Selected Revised Papers345-356 Show publication in PURE

Thesis

Robert Albin Legenstein The wire-length complexity of neural networks Show publication in PURE

Other Article

Lars Holger Büsing Simplified rules and theoretical analysis for information bottleneck optimization and PCA with spiking neurons Show publication in PURE

2001

Journal Article

F. Aurenhammer Computational geometry -- some easy questions and their recent solutions Journal of Universal Computer Science , 338-354, 2001 Show publication in PURE

O. Aichholzer, F. Aurenhammer, C. Icking, R. Klein, E. Langetepe and G. Rote Generalized self-approaching curves Discrete Applied Mathematics 109, 3-24, 2001 Show publication in PURE

Conference/Workshop Article

O. Aichholzer, F. Aurenhammer, F. Hurtado and H. Krasser Towards compatible triangulationsProc. 7th Ann. Computing and Combinatorics Conference (COCOON'01)101-110 , Link Show publication in PURE

O. Aichholzer, F. Aurenhammer and H. Krasser Enumerating order types for small point sets with applicationsProc. 17th Ann. ACM Symposium on Computational Geometry (SoCG'01)11-18 Show publication in PURE

O. Aichholzer, F. Aurenhammer and H. Krasser On compatible triangulations of point setsProc. 17th European Workshop on Computational Geometry (EuroCG'01)23-26 Show publication in PURE

O. Aichholzer, F. Aurenhammer, B. Brandtstätter, H. Krasser, C. Magele, M. Mühlmann and W. Renhart Evolution strategy and hierarchical clusteringProc. 13th COMPUMAG Conference on the Computation of Electromagnetic Fields?-? Show publication in PURE

Other Article

Stefan Häusler, Wolfgang Maass and Henry Markram Readout neurons in neural microcircuits , Link Show publication in PURE

Stefan Häusler, Wolfgang Maass and Henry Markram Evolution of internal states of neural microcircuits , Link Show publication in PURE

2000

Book Chapter

F. Aurenhammer and X.-F. Xu Optimal triangulationsEncyclopedia of Optimization160-166 Show publication in PURE

F. Aurenhammer and R. Klein Voronoi diagramsHandbook of Computatioal Geometry201-290 Show publication in PURE

Journal Article

Wolfgang Maass, Axel Pinz, Reinhard Braunstingl, Gerhard Wiesspeiner, Thomas Natschläger, Oliver Friedl and Harald Michael Burgsteiner Konstruktion von Lernfähigen Robotern im Studentenwettbewerb "Robotik 2000" an der Technischen Universität Graz Telematik , 20-24, 2000 Show publication in PURE

Conference/Workshop Article

O. Aichholzer, F. Aurenhammer, B. Brandtstätter, T. Ebner, H. Krasser and C. Magele Niching evolution strategy with cluster algorithmsProc. 9th Biennial IEEE Conference on Electromagnetic Field Computations1-3 Show publication in PURE

O. Aichholzer, F. Aurenhammer and F. Hurtado Edge operations on non-crossing spanning treesProc. 16th European Workshop on Computational Geometry (EuroCG'00)121-125 Show publication in PURE

F. Aurenhammer, N. Katoh, H. Kojima, M. Ohsaki and Y.F. Xu Approximating uniform triangular meshes in polygonsProc. 6th Ann. International Computing and Combinatorics Conference (COCOON'00)23-33 Show publication in PURE

1999

Journal Article

O. Aichholzer, F. Aurenhammer, D. Chen, D.T. Lee and E. Papadopoulou Skew Voronoi diagrams International Journal of Computational Geometry and Applications 9, 235-247, 1999 , DOI Show publication in PURE

O. Aichholzer, F. Aurenhammer and R. Hainz New results on MWT subgraphs Information Processing Letters 69, 215-219, 1999 Show publication in PURE

Thesis

Robert Albin Legenstein Effizientes Layout von Neuronalen Netzen Show publication in PURE

1998

Journal Article

O. Aichholzer, F. Aurenhammer, G. Rote and Y.-F. Xu Constant-level greedy triangulations approximate the MWT well Journal of Combinatorial Optimization 2, 361-369, 1998 Show publication in PURE

F. Aurenhammer, F. Hoffmann and B. Aronov Minkowski-type theorems and least-squares clusterings Algorithmica , 61-76, 1998 Show publication in PURE

Conference/Workshop Article

O. Aichholzer, F. Aurenhammer, C. Icking, R. Klein, E. Langetepe and G. Rote Generalized self-approaching curvesProc. 14th European Workshop on Computational Geometry (EuroCG'98)15-18 Show publication in PURE

O. Aichholzer and F. Aurenhammer Straight skeletons for general polygonal figures in the planeVoronoi's Impact on Modern Sciences II7-21 Show publication in PURE

O. Aichholzer, F. Aurenhammer, C. Icking, R. Klein, E. Langetepe and G. Rote Generalized self-approaching curvesProc. 9th International Symposium on Algorithms and Computation (ISAAC'98)317-326 , Link Show publication in PURE

1997

Conference/Workshop Article

O. Aichholzer, F. Aurenhammer and R. Hainz New results on minimum-weight triangulations and the LMT skeletonProc. 13th European Workshop on Computational Geometry (EuroCG'97)4-6 Show publication in PURE

O. Aichholzer, F. Aurenhammer, D. Chen, D.T. Lee, A. Mukhopadhyay and E. Papadopoulou Voronoi diagrams for direction-sensitive distancesProc. 13th Ann. ACM Symposium on Computational Geometry (SoCG'97)418-420 Show publication in PURE

1996

Journal Article

O. Aichholzer, F. Aurenhammer, S.-W. Cheng, N. Katoh, G. Rote, M. Taschwer and Y.-F. Xu Triangulations intersect nicely Discrete & Computational Geometry 16, 339-359, 1996 Show publication in PURE

O. Aichholzer and F. Aurenhammer Classifying hyperplanes in hypercubes SIAM Journal on Discrete Mathematics , 225-232, 1996 Show publication in PURE

Conference/Workshop Article

O. Aichholzer and F. Aurenhammer Straight skeletons for general polygonal figuresProc. 2nd Ann. Internatioanl Computing and Combinatorics Conference (COCOON'96)117-126 Show publication in PURE

Oswin Aichholzer and Franz Aurenhammer Straight skeletons for general polygonal figures in the planeComputing and combinatorics117-126 Show publication in PURE

O. Aichholzer, F. Aurenhammer, G. Rote and Y.-F. Xu New greedy triangulation algorithmsProc. 12th European Workshop on Computational Geometry (EuroCG'96)11-14 Show publication in PURE

O. Aichholzer, F. Aurenhammer, G. Rote and Y.-F. Xu Constant-level greedy triangulations approximate the MWT wellProc. 2nd International Symposium on Operations Research & Applications (ISORA'96)309-318 Show publication in PURE

1995

Book

O. Aichholzer, F. Aurenhammer and G. Rote Optimal graph orientation with storage applications Show publication in PURE

Oswin Aichholzer and Franz Aurenhammer Straight skeletons for general polygonal figures Show publication in PURE

Journal Article

O. Aichholzer, D. Alberts, F. Aurenhammer and B. Gärtner A novel type of skeleton for polygons Journal of Universal Computer Science 1, 752-761, 1995 Show publication in PURE

F. Aurenhammer and J. Hagauer Recognizing binary Hamming graphs in O(n^2 logn) time Mathematical Systems Theory , 387-395, 1995 , DOI Show publication in PURE

Conference/Workshop Article

O. Aichholzer, D. Alberts, F. Aurenhammer and B. Gärtner Straight skeletons of simple polygonsProc. 4th International Symposium LIESMARS114-124 Show publication in PURE

O. Aichholzer, F. Aurenhammer, G. Rote and M. Taschwer Triangulations intersect nicelyProc. 11th Ann. ACM Symposium on Computational Geometry (SoCG'95)220-229 Show publication in PURE

1994

Journal Article

F. Aurenhammer, M. Forman, R. Idury, A. Schäffer and F. Wagner Faster isometric embedding in products of complete graphs Discrete Applied Mathematics 52, 17-28, 1994 , Link Show publication in PURE

Conference/Workshop Article

O. Aichholzer and F. Aurenhammer Classifying hyperplanes in hypercubesProc. 10th European Workshop on Computational Geometry (EuroCG'94)53-57 Show publication in PURE

Other Article

Oswin Aichholzer and Franz Aurenhammer Classifying hyperplanes in hypercubes Show publication in PURE

1993

Journal Article

F. Aurenhammer Voronoi diagrams - a survey of a fundamental geometric data structure Bit ACM Computing Surveys'91 (Japanese translation) , 131-185, 1993 Show publication in PURE

Conference/Workshop Article

F. Aurenhammer Geometric clustering and Voronoi-type partitionsProc. 16th IFIP Conference on System Modelling and Optimization93-94 Show publication in PURE

1992

Book

Franz Aurenhammer, [No Value] F. Hoffmann and [No Value] B. Aronov Minkowski-type theorems and least-squares partitioning Show publication in PURE

F. Aurenhammer and O. Schwarzkopf A simple on-line randomized incremental algorithm for computing higher order Voronoi diagrams Show publication in PURE

Journal Article

F. Aurenhammer and J. Hagauer Computing equivalence classes among the edges of a graph with applications Discrete Mathematics 109, 3-12, 1992 , DOI Show publication in PURE

Franz Aurenhammer and Otfried Schwarzkopf A simple on-line randomized incremental algorithm for computing higher order Voronoi diagrams International Journal of Computational Geometry and Applications 2, 363-381, 1992 , DOI Show publication in PURE

F. Aurenhammer, J. Hagauer and W. Imrich Cartesian graph factorization at logarithmic cost per edge Computational Complexity 2, 331-349, 1992 , DOI Show publication in PURE

F. Aurenhammer and G. Stöckl Searching for segments with largest relative operlap Information Processing Letters 41, 103-108, 1992 , DOI Show publication in PURE

Conference/Workshop Article

Franz Aurenhammer, [No Value] Hoffmann F. and [No Value] Aranov B. Least-squares partitioningEuropean Workshop on Computational Geometry55-57 Show publication in PURE

F. Aurenhammer and G. Stöckl Searching for sements with largest relative overlapProc. 15th IFIP Conference on System Modelling and Optimization77-84 Show publication in PURE

F. Aurenhammer, F. Hoffmann and B. Aronov Minkowski-type theorems and least-squares partitioningProc. 8th Ann. ACM Symposium on Computational Geometry (SOCG'92)350-357 Show publication in PURE

Other Article

F. Aurenhammer, F. Hoffmann and B. Aronov Least-squares partitioning Show publication in PURE

Franz Aurenhammer and G. Stöckl Searching for segments with largest relative overlap Show publication in PURE

Franz Aurenhammer, [No Value] F. Hoffmann and [No Value] B. Aronov Minkowski-type theorems and least-squares partitioning Show publication in PURE

1991

Book

Franz Aurenhammer and [No Value] G. Stöckl Searching for segments with largest relative operlap Show publication in PURE

Franz Aurenhammer The post-office problem for fuzzy points sets Show publication in PURE

Journal Article

F. Aurenhammer Using Gale transforms in computational geometry Mathematical Programming 52, 179-190, 1991 Show publication in PURE

F. Aurenhammer Voronoi diagrams - a survey of a fundamental geometric data structure ACM Computing Surveys 23, 345-405, 1991 Show publication in PURE

F. Aurenhammer and G. Stöckl On the peeper's Voronoi diagram ACM SIGACT News 22, 50-59, 1991 Show publication in PURE

Conference/Workshop Article

F. Aurenhammer, G. Stöckl and E. Welzl The post-office problem for fuzzy point setsProc. 7th Workshop on Computational Geometry (CG'91)1-11 Show publication in PURE

F. Aurenhammer and O. Schwarzkopf A simple on-line randomized incremental algorithm for computing higher order Voronoi diagramsProc. 7th Ann. ACM Symposium on Computational Geometry (SoCG'91)142-151 Show publication in PURE

F. Aurenhammer and J. Hagauer Recognizing binary Hamming graphs in O(n²log n) timeProc. 16th International Workshop on Graph-Theoretical Concepts in Computer Science90-98 Show publication in PURE

Other Article

Franz Aurenhammer, G. Stöckl and Emo Welzl The post-office problem for fuzzy points sets Show publication in PURE

Franz Aurenhammer and O. Schwarzkopf A simple on-line randomized incremental algorithm for computing higher order Voronoi diagrams Show publication in PURE

Franz Aurenhammer and [No Value] J. Hagauer Recognizing binary Hamming graphs in O(n²logn)time Show publication in PURE

1990

Book

Franz Aurenhammer, [No Value] Forman M., [No Value] Idury R., [No Value] Schäffer A. and [No Value] Wagner F. Faster isometric embedding in products of complete graphs Show publication in PURE

Franz Aurenhammer, [No Value] J. Hagauer and [No Value] W. Imrich Factoring Cartesian-product graphs at logarithmic cost per edge Show publication in PURE

Franz Aurenhammer Voronoi diagrams - a survey of a fundamental geomtric data structure Show publication in PURE

Journal Article

F. Aurenhammer A new duality result concerning Voronoi diagrams Discrete & Computational Geometry 5, 243-254, 1990 Show publication in PURE

F. Aurenhammer A relationship between Gale transforms and Voronoi diagrams Discrete Applied Mathematics 28, 83-91, 1990 Show publication in PURE

Conference/Workshop Article

F. Aurenhammer, J. Hagauer and W. Imrich Factoring Cartesian-product graphs at logarithmic cost per edgeProc. MPS Conference on Integer Programming and Combinatorial Optimization (IPCO'90)29-44 Show publication in PURE

F. Aurenhammer and G. Stöckl Fenster - Voronoi DiagrammeTagungsband DMV Jubiläumstagung52-52 Show publication in PURE

Other Article

Franz Aurenhammer, [No Value] J. Hagauer and [No Value] W. Imrich Factoring Cartesian-product graphs at lograithmic cost per edge Show publication in PURE

1989

Book

Franz Aurenhammer and [No Value] J. Hagauer Computing equivalence classes among the edges of a graph with applications Show publication in PURE

Conference/Workshop Article

F. Aurenhammer and J. Hagauer Computing equivalence classes among the edges of a graph with applicationsProc. International Conference on Algebraic Graph Theory11 Show publication in PURE

Other Article

Franz Aurenhammer and [No Value] J. Hagauer Computing equivalence classes among the edges of a graph with applications Show publication in PURE

1988

Book

Franz Aurenhammer and [No Value] G. Stöckl On the peeper's Voronoi diagram Show publication in PURE

Franz Aurenhammer Using Gale transforms in computational geomtry Show publication in PURE

Franz Aurenhammer A relationship between Gale transforms and Voronoi diagrams Show publication in PURE

Journal Article

F. Aurenhammer Improved algorithms for discs and balls using power diagrams Journal of Algorithms 9, 151-161, 1988 Show publication in PURE

F. Aurenhammer On-line sorting of twisted sequences in linear time BIT - Numerical Mathematics 28, 194-204, 1988 , DOI Show publication in PURE

F. Aurenhammer Linear combinations from power domains Geometriae dedicata 28, 45-52, 1988 , DOI Show publication in PURE

F. Aurenhammer and H. Imai Geometric relations among Voronoi diagrams Geometriae dedicata 27, 65-75, 1988 , DOI Show publication in PURE

Conference/Workshop Article

F. Aurenhammer Algorithmic aspects of Gale transformsProc. 13th 3-Ann. International Symposium on Mathematical Programming176 Show publication in PURE

F. Aurenhammer Using Gale transforms in computational geometryProc. 4th Workshop on Computational Geometry (CG'88)202-216 Show publication in PURE

F. Aurenhammer On-line sorting of twisted sequences in linear timeProc. 2nd Workshop on Computational Geometry and Discrete Algorithms14 Show publication in PURE

1987

Book

Franz Aurenhammer Linear combinations from power domains Show publication in PURE

Franz Aurenhammer On-line sorting of twisted sequences in linear time Show publication in PURE

Journal Article

F. Aurenhammer A criterion for the affine equivalence of cell complexes in R^d and convex polyhedra in R^d+1 Discrete & Computational Geometry 2, 49-64, 1987 Show publication in PURE

F. Aurenhammer Recognizing polytopical cell complexes and constructing projection polyhedra Journal of Symbolic Computation 3, 249-255, 1987 Show publication in PURE

F. Aurenhammer Power diagrams: properties, algorithms and applications SIAM Journal on Computing 16, 78-96, 1987 Show publication in PURE

Conference/Workshop Article

F. Aurenhammer Jordan sorting via convex hulls of certain non-simple polygonsProc. 3rd Ann. ACM Symposium on Computational Geometry (SoCG'87)21-29 Show publication in PURE

Franz Aurenhammer and H. Imai Geometric relations among Voronoi diagrams4th Annual Symposium on Theoretical Aspects of Computer Science, STACS 198753-65 Show publication in PURE

Other Article

Franz Aurenhammer and [No Value] H. Imai Geometric relations among Voronoi diagrams Show publication in PURE

1986

Book

Franz Aurenhammer and [No Value] H. Imai Geometric relations among Voronoi diagrams Show publication in PURE

Journal Article

F. Aurenhammer The one-dimensional weighted Voronoi diagram Information Processing Letters 22, 119-123, 1986 Show publication in PURE

Conference/Workshop Article

F. Aurenhammer A new duality result concerning Vornonoi diagramsProc. 13th Ann. International Colloquium on Automata, Languages and Programming (ICALP'86)21-32 Show publication in PURE

1985

Book

Franz Aurenhammer A new duality result concerning Voronoi diagrams Show publication in PURE

Franz Aurenhammer A criterion for the affine equivalence of cell compleses in Rd and convex polyhedra in Rd+1 Show publication in PURE

Franz Aurenhammer Improved algorithms for discs and balls using power diagrams Show publication in PURE

Franz Aurenhammer Recognizing polytopical cell complexes and constructing projection polyhedra Show publication in PURE

Conference/Workshop Article

F. Aurenhammer Gewichtete Voronoi DiagrammeWorkshop on Computational Geometry CG '8522 Show publication in PURE

1984

Book

Franz Aurenhammer Gewichtete Voronoi Diagramme: Geometrische Deutung und Konstruktions-Algorithmen Show publication in PURE

Book Chapter

F. Aurenhammer Gewichtete Voronoi Diagramme: Geometrische Deutung und Konstruktions-AlgorithmenDissertation, TU Graz, Austria Show publication in PURE

Journal Article

F. Aurenhammer and H. Edelsbrunner An optimal algorithm for constructing the weighted Voronoi diagram in the plane Pattern Recognition 17, 251-257, 1984 , DOI Show publication in PURE

1983

Book

Franz Aurenhammer The one-dimensional weighted Voronoi diagram Show publication in PURE

Franz Aurenhammer Power diagrams: properties, algorithms and applications Show publication in PURE

Franz Aurenhammer On the generality of power diagrams Show publication in PURE

Franz Aurenhammer and [No Value] H. Edelsbrunner An optimal algorithm for constructing the weighted Voronoi diagram in the plane , Link Show publication in PURE