Institute for Interactive Systems and Data Science

Publications 2014

2014

Book

Andreas Holzinger and Igor Jurisica Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future ChallengesSpringer978-3-662-43967-8 Show publication in PURE

Andreas Holzinger Biomedical Informatics: Discovering Knowledge in Big DataSpringer978-3-319-04527-6 Show publication in PURE

Book Chapter

Andreas Holzinger and Igor Jurisica Knowledge Discovery and Data Mining in Biomedical Informatics: The future is in Integrative, Interactive Machine Learning SolutionsKnowledge Discovery and Data Mining in Biomedical Informatics: The future is in Integrative, Interactive Machine Learning Solutions1-18 Show publication in PURE

Cagatay Turkay, Fleur Jeanquartier, Andreas Holzinger and Helwig Hauser On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical InformaticsOn Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics117-140 Show publication in PURE

Peter Kieseberg, Heidelinde Hobel, Sebastian Schrittwieser, Edgar Weippl and Andreas Holzinger Protecting Anonymity in Data-Driven Biomedical ScienceProtecting Anonymity in Data-Driven Biomedical Science301-316 Show publication in PURE

Marcus Daniel Bloice, Klaus-Martin Simonic and Andreas Holzinger On the Usage of Health Records for the Teaching of Decision-Making to Students of MedicineOn the Usage of Health Records for the Teaching of Decision-Making to Students of Medicine185-201 Show publication in PURE

Matthias Dehmer, Andreas Holzinger and Frank Emmert-Streib Personalized Medicine by Means of Complex Networks – a Big Data ChallengePersonalized Medicine by Means of Complex Networks – a Big Data Challenge37-44 Show publication in PURE

Pinar Yildirim, Marcus Daniel Bloice and Andreas Holzinger Knowledge Discovery & Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting SystemKnowledge Discovery & Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System101-116 Show publication in PURE

Andreas Holzinger Lecture 5 Semi-structured, weakly structured and unstructured dataLecture 5 Semi-structured, weakly structured and unstructured data219-268 Show publication in PURE

Andreas Holzinger On Topological Data MiningOn Topological Data Mining331-356 Show publication in PURE

Martin Bachler, Matthias Hörtenhuber, Christopher Mayer, Andreas Holzinger and Siegfried Wassertheurer Entropy-Based Data Mining on the Example of Cardiac Arrhythmia SuppressionEntropy-Based Data Mining on the Example of Cardiac Arrhythmia Suppression574-585 Show publication in PURE

Andreas Holzinger, Matthias Hörtenhuber, Christopher Mayer, Martin Bachler, Siegfried Wassertheurer, Armando Pinho and David Koslicki On Entropy-Based Data MiningOn Entropy-Based Data Mining209-226 Show publication in PURE

Katharina Holzinger, Vasile Palade, Raul Rabadan and Andreas Holzinger Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data MiningDarwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining35-56 Show publication in PURE

Andreas Holzinger, Bettina Sommerauer, Peter Spitzer, Simon Juric, Borut Zalik, Matjaz Debevc, Chantal Lidynia, André Calero Valdez, Carsten Röcker and Martina Ziefle Mobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a HospitalMobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a Hospital110-123 Show publication in PURE

Frantisek Babic, Ljiljana Majnaric, Alexandra Lukacova, Jan Paralic and Andreas Holzinger On Patient’s Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine LearningOn Patient’s Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine Learning118-132 Show publication in PURE

Andreas Holzinger, Carsten Röcker and Martina Ziefle From Computer Innovation to Human Integration: Current Trends and Challenges for Pervasive HealthTechnologiesFrom Computer Innovation to Human Integration: Current Trends and Challenges for Pervasive HealthTechnologies1-17 Show publication in PURE

Andreas Holzinger, Bernd Malle and Nicola Giuliani On Graph Extraction from Image DataOn Graph Extraction from Image Data552-563 Show publication in PURE

Andreas Holzinger, Johannes Schantl, Miriam Schroettner, Christin Seifert and Karin Verspoor Biomedical Text Mining: State-of-the-Art, Open Problems and Future ChallengesBiomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges271-300 Show publication in PURE

Andreas Holzinger Extravaganza Tutorial on Hot Ideas for Interactive Knowledge Discovery and Data Mining in Biomedical InformaticsExtravaganza Tutorial on Hot Ideas for Interactive Knowledge Discovery and Data Mining in Biomedical Informatics502-515 Show publication in PURE

André Calero Valdez, Anne-Kathrin Schaar, Martina Ziefle and Andreas Holzinger Enhancing Interdisciplinary Cooperation by Social Platforms: Assessing the Usefulness of Bibliometric Social Network Visualization in Large-Scale Research ClustersEnhancing Interdisciplinary Cooperation by Social Platforms: Assessing the Usefulness of Bibliometric Social Network Visualization in Large-Scale Research Clusters298-309 Show publication in PURE

Andreas Holzinger, Christof Stocker and Matthias Dehmer Big Complex Biomedical Data: Towards a Taxonomy of DataBig Complex Biomedical Data: Towards a Taxonomy of Data3-18 Show publication in PURE

Andreas Holzinger, Michael Schwarz, Bernhard Ofner, Fleur Jeanquartier, André Calero Valdez, Carsten Röcker and Martina Ziefle Towards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet ComputersTowards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet Computers124-137 Show publication in PURE

Andreas Holzinger, Bernhard Ofner and Matthias Dehmer Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future ChallengesMulti-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges241-254 Show publication in PURE

Andreas Holzinger and Berthold Huppertz Biobanks – A Source of large Biological Data Sets: Open Problems and Future ChallengesBiobanks – A Source of large Biological Data Sets: Open Problems and Future Challenges317-330 Show publication in PURE

Andreas Holzinger, Bernd Malle, Marcus Daniel Bloice, Marco Wiltgen, Massimo Ferri, Ignazio Stanganelli and Rainer Hoffmann-Wellenhof On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery ProcessOn the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process57-80 Show publication in PURE

Michael Preuss, Matthias Dehmer, Stefan Pickl and Andreas Holzinger On Terrain Coverage Optimization by Using a Network Approach for universal Graph-based Data Mining and Knowledge DiscoveryOn Terrain Coverage Optimization by Using a Network Approach for universal Graph-based Data Mining and Knowledge Discovery564-573 Show publication in PURE

David Otasek, Chiara Pastrello, Andreas Holzinger and Igor Jurisica Visual Data Mining: Effective Exploration of the Biological UniverseVisual Data Mining: Effective Exploration of the Biological Universe19-33 Show publication in PURE

Christian Gütl, Vanessa Chang and Stefan Freudenthaler Supporting Diverse Needs of Learning Groups: Towards Higly Flexible Learning Settings in Collaborative 3D Virtual EnvironmentsSupporting Diverse Needs of Learning Groups: Towards Higly Flexible Learning Settings in Collaborative 3D Virtual Environments355-378 Show publication in PURE

Journal Article

Hermann Maurer Are large Regional or Special Top Servers Necessary Show publication in PURE

Andreas Holzinger Trends in Interactive Knowledge Discovery for Personalized Medicine: Cognitive Science meets Machine Learning Show publication in PURE

Pinar Yildirim, Ljiljana Majnaric, Ilyas Ozgur Ekmekci Ekmekci and Andreas Holzinger Knowledge discovery of drug data on the example of adverse reaction prediction Show publication in PURE

Martin Ebner, Nikolai Scerbakov and Sandra Schön How Open Content Servers Can Be Made Beneficial for Learning and Education Show publication in PURE

Frank Emmert-Streib, Ricardo Simoes de Matos, Galina Glazko, Simon McDade, Benjamin Haibe-Kanis, Andreas Holzinger, Matthias Dehmer and Frederick Charles Campbell Functional and genetic analysis of the colon cancer network Show publication in PURE

Johanna Pirker, Gerhard Wurzinger and Heimo Müller Web Books: The Fusion of Paper and Pixels Show publication in PURE

Andreas Holzinger, Matthias Dehmer and Igor Jurisica Knowledge Discovery and interactive Data Mining in Bioinformatics - State-of-the-Art, future challenges and research directions Show publication in PURE

Johanna Pirker, Christian Gütl, Patrick Weghofer and Vanessa Feichtner Interactive Science Fiction Prototyping in Virtual Worlds: Fundamentals and Applications Show publication in PURE

Simon Juric, Flis Vojko, Matjaz Debevc, Andreas Holzinger and Borut Zalik Towards a Low-Cost Mobile Subcutaneous Vein Detection Solution Using Near-Infrared Spectroscopy Show publication in PURE

Christopher Mayer, Martin Bachler, Matthias Hörtenhuber, Christof Stocker, Andreas Holzinger and Sigi Wassertheurer Selection of entropy-measure parameters for knowledge discovery in heart rate variability data Show publication in PURE

Hermann Maurer Austria-Forum and Beyond Show publication in PURE

Johanna Pirker, Christian Gütl and Patrick Weghofer Application Scenarios of Interactive Science Fiction Prototyping in Virtual Worlds for Education Show publication in PURE

Marcus Daniel Bloice, Klaus-Martin Simonic and Andreas Holzinger Casebook: a virtual patient iPad application for teaching decision-making through the use of electronic health records Show publication in PURE

Simon Walk Discovering beaten paths in collaborative ontology-engineering projects using markov chains Show publication in PURE

Zoran Stjepanovic, Matjaz Debevc and Andreas Holzinger Development and evaluation of the e-learning course for deaf and hard of hearing based on the advanced adaptive pedagocial index (AdaPI) method Show publication in PURE

Gerald Petz, Michael Karpowicz, Harald Fürschuss, Andreas Auinger, Vaclav Stritesky and Andreas Holzinger Computational approaches for mining user’s opinions on the Web 2.0 Show publication in PURE

Heimo Müller, Robert Reihs, Kurt Zatloukal and Andreas Holzinger Analysis of biomedical data with multilevel glyphs Show publication in PURE

Conference/Workshop Article

Nicolas Bourdet, Peter Luttenberger, Andreas Teibinger, Christian Mayer and Rémy Willinger Pedestrian and bicyclists head impact conditions against small electric vehicles Pedestrian and bicyclists head impact conditions against small electric vehicles 685-696 Show publication in PURE

Rocael Hernandez Rizzardini, Christian Gütl and Hector R. Amado-Salvatierra Cloud Learning Activities Orchestration for MOOC Environments Cloud Learning Activities Orchestration for MOOC Environments 25-36 Show publication in PURE

Johanna Pirker, Christian Gütl and Victor Manuel Garcia-Barrios Location-based Mobile Application Creator: Creating Educational Mobile Scavanger Hunts Location-based Mobile Application Creator: Creating Educational Mobile Scavanger Hunts x-x Show publication in PURE

Christof Stocker, Leopold Marzi, Christian Matula, Johannes Schantl, Gottfried Prohaska, Alberto Brabenetz and Andreas Holzinger Enhancing Patient Safety through Human-Computer Information Retrieval on the Example of German-Speaking Surgical Reports Enhancing Patient Safety through Human-Computer Information Retrieval on the Example of German-Speaking Surgical Reports 216-220 Show publication in PURE

Rocael Hernandez Rizzardini, Christian Gütl and Hector R. Amado-Salvatierra Using JSON-LD and Hydra for Cloud-Based Tool Interoperability: A Prototype Based on a Vocabulary and Communication Process Handler for Mind Map Tools Using JSON-LD and Hydra for Cloud-Based Tool Interoperability: A Prototype Based on a Vocabulary and Communication Process Handler for Mind Map Tools 428-433 Show publication in PURE

Christoph Trattner, Denis Parra, Lukas Eberhard and Xidao Wen Who will Trade with Whom? Predicting Buyer-Seller Interactions in Online Trading Platforms through Social Networks Who will Trade with Whom? Predicting Buyer-Seller Interactions in Online Trading Platforms through Social Networks Show publication in PURE

Rocael Hernandez Rizzardini, Christian Gütl and Hector R. Amado-Salvatierra Interoperability for Cloud--based Applications for Education Settings Based on JSON-LD and Hydra: Ontology and a Generic Vocabulary for Mind Map Tools Interoperability for Cloud--based Applications for Education Settings Based on JSON-LD and Hydra: Ontology and a Generic Vocabulary for Mind Map Tools x-x Show publication in PURE

Miguel Morales, Rocael Hernandez Rizzardini and Christian Gütl Telescope, a MOOCs initiative in Latin America: Infrastructure, Best Practice, Completion and Dropout Analysis Telescope, a MOOCs initiative in Latin America: Infrastructure, Best Practice, Completion and Dropout Analysis 710-716 Show publication in PURE

Keith Andrews, Johanna Pirker and Vedran Sabol Future Directions for Visualisation Future Directions for Visualisation 1-4 Show publication in PURE

Christian Gütl, Rocael Hernandez Rizzardini and Vanessa Chang Attrition in MOOC: Lessons Learned fpr, Drop.Out Students Attrition in MOOC: Lessons Learned fpr, Drop.Out Students 37-48 Show publication in PURE

Johanna Pirker, Christian Gütl and Frank Kappe Collaborative Programming Exercises in Virtual Worlds Collaborative Programming Exercises in Virtual Worlds 719-719 Show publication in PURE

Johanna Pirker, Maria Riffnaller-Schiefer and Christian Gütl Motivational active learning: engaging university students in computer science education Motivational active learning: engaging university students in computer science education 297-302 Show publication in PURE

Mohamed Soliman and Christian Gütl Evaluation study and results of intelligent pedagogical agent-led learning scenarions in a virtual world. Evaluation study and results of intelligent pedagogical agent-led learning scenarions in a virtual world. 914-918 Show publication in PURE

Martin Ebner, Walther Nagler, Karl Wiesenhofer and Nikolai Scerbakov The TU Graz E-book Strategy: From Content Management to Online Mutliple Device Usage The TU Graz E-book Strategy: From Content Management to Online Mutliple Device Usage 154-161 Show publication in PURE

Andreas Holzinger, David Blanchard, Marcus Daniel Bloice, Katharina Holzinger, Vasile Palade and Raul Rabadan Darwin, Lamarck, or Baldwin: Applying Evolutionary Algorithms to Machine Learning Techniques Darwin, Lamarck, or Baldwin: Applying Evolutionary Algorithms to Machine Learning Techniques 449-453 Show publication in PURE

Christian Gütl, Vanessa Chang and Rocael Hernandez Rizzardini Must we be concerned with the Massive Drop-outs in MOOC? An Attrition Analysis of Open Courses Must we be concerned with the Massive Drop-outs in MOOC? An Attrition Analysis of Open Courses x-x Show publication in PURE

Keith Andrews and Benedict Wright FluidDiagrams:Web-Based Information Visualisation using JavaScript and WebGL FluidDiagrams:Web-Based Information Visualisation using JavaScript and WebGL 43-47 Show publication in PURE

Johanna Pirker and Christian Gütl Motivational active learning for computer science education Motivational active learning for computer science education 711-711 Show publication in PURE

Georg Weichhart, Johanna Pirker, Christian Gütl and Christian Stary 3D Progressive Education Environment for S-BPM 3D Progressive Education Environment for S-BPM 188-197 Show publication in PURE

Bernhard Peischl, Michaela Ferk and Andreas Holzinger Integrating User-centred Design in an Early Stage of Mobile Medical Application Prototyping - A Case Study on Data Acquistion in Health Organisations Integrating User-centred Design in an Early Stage of Mobile Medical Application Prototyping - A Case Study on Data Acquistion in Health Organisations 185-195 Show publication in PURE

Simon Walk Sequential Action Patterns in Collaborative Ontology-Engineering Projects: A Case-Study in the Biomedical Domain Sequential Action Patterns in Collaborative Ontology-Engineering Projects: A Case-Study in the Biomedical Domain 1349-1358 Show publication in PURE

Rocael Hernandez Rizzardini, Christian Gütl, Vanessa Chang and Miguel Morales MOOC in Latin America: Implementation and Lessons Learned MOOC in Latin America: Implementation and Lessons Learned 147-158 Show publication in PURE

Simon Walk Characterizing and Predicting Activity in Semantic MediaWiki Communities Characterizing and Predicting Activity in Semantic MediaWiki Communities 0-0 Show publication in PURE