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  • Andreas Holzinger
2014
Open Access

Computational approaches for mining user’s opinions on the Web 2.0

Petz, G., Karpowicz, M., Fürschuss, H., Auinger, A., Stritesky, V. & Holzinger, A., 2014, In : Information processing & management. 50, 6, p. 899-908

Research output: Contribution to journalArticle

Open Access
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Darwin, Lamarck, or Baldwin: Applying Evolutionary Algorithms to Machine Learning Techniques

Holzinger, A., Blanchard, D., Bloice, M. D., Holzinger, K., Palade, V. & Rabadan, R., 2014, Web Intelligence (WI) and Intelligent Agent Technologies (IAT), 2014 IEEE/WIC/ACM International Joint Conferences on (Volume:2 ). New York: Institute of Electrical and Electronics Engineers, p. 449-453

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining

Holzinger, K., Palade, V., Rabadan, R. & Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, Vol. 8401. p. 35-56

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Open Access
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Enhancing Interdisciplinary Cooperation by Social Platforms: Assessing the Usefulness of Bibliometric Social Network Visualization in Large-Scale Research Clusters

Calero Valdez, A., Schaar, A-K., Ziefle, M. & Holzinger, A., 2014, Human Interface and the Management of Information. Information and Knowledge Design and Evaluation, Lecture Notes in Computer Science LNCS 8521. Yamamoto, S. (ed.). 1 ed. Heidelberg, Berlin: Springer, p. 298-309

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Enhancing Patient Safety through Human-Computer Information Retrieval on the Example of German-Speaking Surgical Reports

Stocker, C., Marzi, L., Matula, C., Schantl, J., Prohaska, G., Brabenetz, A. & Holzinger, A., 2014, 25th DEXA Database and Expert Sytems Applications. Los Alamitos (CA): IEEE Computer Society, p. 216-220

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Entropy-Based Data Mining on the Example of Cardiac Arrhythmia Suppression

Bachler, M., Hörtenhuber, M., Mayer, C., Holzinger, A. & Wassertheurer, S., 2014, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 574-585

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Extravaganza Tutorial on Hot Ideas for Interactive Knowledge Discovery and Data Mining in Biomedical Informatics

Holzinger, A., 2014, Brain Informatics and Health, BIH 2014, Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 502-515

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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From Computer Innovation to Human Integration: Current Trends and Challenges for Pervasive HealthTechnologies

Holzinger, A., Röcker, C. & Ziefle, M., 2014, Pervasive Health, Human-Computer Interaction. 1 ed. London: Springer, p. 1-17

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Functional and genetic analysis of the colon cancer network

Emmert-Streib, F., Simoes de Matos, R., Glazko, G., McDade, S., Haibe-Kanis, B., Holzinger, A., Dehmer, M. & Campbell, F. C., 2014, In : BMC Bioinformatics . 15, S6, p. 1-15

Research output: Contribution to journalArticle

Open Access

Integrating User-centred Design in an Early Stage of Mobile Medical Application Prototyping - A Case Study on Data Acquistion in Health Organisations

Peischl, B., Ferk, M. & Holzinger, A., 2014, International Joint Conference on e-Business and Telecommunications. ., p. 185-195

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Knowledge Discovery & Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System

Yildirim, P., Bloice, M. D. & Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. Heidelberg, Berlin: Springer, p. 101-116

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges

Holzinger, A. & Jurisica, I., 2014, 1 ed. Heidelberg, Berlin: Springer.

Research output: Book/ReportBook

Open Access
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Knowledge Discovery and Data Mining in Biomedical Informatics: The future is in Integrative, Interactive Machine Learning Solutions

Holzinger, A. & Jurisica, I., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 8401. p. 1-18

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Open Access

Knowledge discovery of drug data on the example of adverse reaction prediction

Yildirim, P., Majnaric, L., Ekmekci, I. O. E. & Holzinger, A., 2014, In : BMC Bioinformatics . 15, 6, p. 1-11

Research output: Contribution to journalArticle

Open Access
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Lecture 5 Semi-structured, weakly structured and unstructured data

Holzinger, A., 2014, Biomedical Informatics: Discovering Knowledge in Big Data. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 219-268

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Mobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a Hospital

Holzinger, A., Sommerauer, B., Spitzer, P., Juric, S., Zalik, B., Debevc, M., Lidynia, C., Calero Valdez, A., Röcker, C. & Ziefle, M., 2014, Availability, Reliability, and Security in Information Systems. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 110-123

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges

Holzinger, A., Ofner, B. & Dehmer, M., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 241-254

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics

Turkay, C., Jeanquartier, F., Holzinger, A. & Hauser, H., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. 1 ed. Heidelberg, Berlin: Springer, p. 117-140

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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On Entropy-Based Data Mining

Holzinger, A., Hörtenhuber, M., Mayer, C., Bachler, M., Wassertheurer, S., Pinho, A. & Koslicki, D., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, LNCS 8401. 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 8401. p. 209-226

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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On Graph Extraction from Image Data

Holzinger, A., Malle, B. & Giuliani, N., 2014, Brain Informatics and Health, BIH 2014, Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 552-563

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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On Patient’s Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine Learning

Babic, F., Majnaric, L., Lukacova, A., Paralic, J. & Holzinger, A., 2014, Information Technology in Bio- and Medical Informatics. 1 ed. Heidelberg, Berlin: Springer, p. 118-132

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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On Terrain Coverage Optimization by Using a Network Approach for universal Graph-based Data Mining and Knowledge Discovery

Preuss, M., Dehmer, M., Pickl, S. & Holzinger, A., 2014, BIH 2014 Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 564-573

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process

Holzinger, A., Malle, B., Bloice, M. D., Wiltgen, M., Ferri, M., Stanganelli, I. & Hoffmann-Wellenhof, R., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, Vol. 8401. p. 57-80

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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On the Usage of Health Records for the Teaching of Decision-Making to Students of Medicine

Bloice, M. D., Simonic, K-M. & Holzinger, A., 2014, The New Development of Technology Enhanced Learning Lecture Notes in Educational Technology Concept, Research and Best practice. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 185-201

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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On Topological Data Mining

Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. Yu, L. (ed.). 1 ed. Heidelberg, Berlin: Springer, Vol. 8401. p. 331-356 (Lecture Notes in Computer Science LNCS).

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Personalized Medicine by Means of Complex Networks – a Big Data Challenge

Dehmer, M., Holzinger, A. & Emmert-Streib, F., 2014, Big Data und Datenschutz – Gegenseitige Herausforderungen. 1 ed. Zürich, Basel, Genf: Schulthess Juristische Medien AG, p. 37-44

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Protecting Anonymity in Data-Driven Biomedical Science

Kieseberg, P., Hobel, H., Schrittwieser, S., Weippl, E. & Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, Lecture Notes in Computer Science, LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 301-316

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Selection of entropy-measure parameters for knowledge discovery in heart rate variability data

Mayer, C., Bachler, M., Hörtenhuber, M., Stocker, C., Holzinger, A. & Wassertheurer, S., 2014, In : BMC Bioinformatics . 15, S2, p. 1-11

Research output: Contribution to journalArticle

Open Access

The KNOeval Project - Advanced Knowledge Discovery and Data Mining Methodologies for Biomedicine

Holzinger, A., Stocker, C., Ofner, B., Prohaska, G., Brabenetz, A. & Hoffmann-Wellenhof, R., 2014.

Research output: Contribution to conferencePoster

Towards a Low-Cost Mobile Subcutaneous Vein Detection Solution Using Near-Infrared Spectroscopy

Juric, S., Vojko, F., Debevc, M., Holzinger, A. & Zalik, B., 2014, In : The Scientific World Journal . ID 365902, 2014, p. 1-15

Research output: Contribution to journalArticle

Towards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet Computers

Holzinger, A., Schwarz, M., Ofner, B., Jeanquartier, F., Calero Valdez, A., Röcker, C. & Ziefle, M., 2014, Availability, Reliability, and Security in Information Systems. Teufel, S., Min, T. A., You, I. & Weippl, E. (eds.). 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 124-137

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Open Access

Visual Data Mining: Effective Exploration of the Biological Universe

Otasek, D., Pastrello, C., Holzinger, A. & Jurisica, I., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 19-33

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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2015

A Domain-Expert Centered Process Model for Knowledge Discovery in Medical Research: Putting the Expert-in-the-loop

Girardi, D., Küng, J. & Holzinger, A., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI. 1 ed. Heidelberg, Berlin: Springer, p. 389-398 (Lecture Notes in Artificial Intelligence).

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Analysis of Patient Groups and Immunization Results Based on Subspace Clustering

Hund, M., Sturm, W. J., Schreck, T., Keim, D., Majnaric, L. & Holzinger, A., 2015, Brain Informatics and Health. Berlin: Springer, Vol. 9250. p. 358-368 (LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Computational approaches for mining user’s opinions on the Web 2.0

Petz, G., Karpowicz, M., Fürschuss, H., Auinger, A., Stritesky, V. & Holzinger, A., 2015, In : Information processing & management. 51, 4, p. 510-519

Research output: Contribution to journalArticle

Open Access
File

Data Mining with Decision Trees: Theory and Applications

Holzinger, A., 2015, In : Online Information Review. 39, 3, p. 437-438

Research output: Contribution to journalArticle

Open Access
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Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Fuzzy Image Processing

Rahim, S. S., Palade, V., Jayne, C., Holzinger, A. & Shuttleworth, J., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI. Guo, Y., Friston, K., Faisal, A. A., Hill, S. & Peng, H. (eds.). 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer International, Vol. 9250. p. 379-388 (Lecture Notes in Artificial Intelligence; vol. 9250).

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Discovering Medical Knowledge Using Visual Analytics – a survey on methods for systems biology and *omics data

Sturm, W., Schreck, T., Holzinger, A. & Ullrich, T., 2015, Eurographics Workshop on Visual Computing for Biology and Medicine (VCBM). Eurographics - European Association for Computer Graphics, p. 71-81

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Enhancing universal access: deaf and hard of hearing people on social networking sites

Kozuh, I., Hintermair, M., Holzinger, A., Volcic, Z. & Debevc, M., 2015, In : Universal Access in the Information Society. 14, 4, p. 537-545

Research output: Contribution to journalArticle

Open Access
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Extending the Scaffold Hunter Visualization Toolkit with Interactive Heatmaps

Sturm, W. J., Schaefer, T., Schreck, T., Holzinger, A. & Ullrich, T., 2015, EG UK Computer Graphics & Visual Computing. Eurographics - European Association for Computer Graphics, p. 78-84

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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From Smart Health to Smart Hospitals

Holzinger, A., Röcker, C. & Ziefle, M., 25 Feb 2015, Springer Lecture Notes in Computer Science LNCS. Heidelberg, Berlin, New York: Springer, Vol. 8700. p. 1-20

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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Integrated web visualizations for protein-protein interaction databases

Jeanquartier, F., Jeanquartier, C. & Holzinger, A., 2015, In : BMC Bioinformatics . 16, 195, p. 1-16

Research output: Contribution to journalArticle

Open Access

Interactive and Iterative Annotation for Biomedical Entity Recognition

Yimam, S. M., Biemann, C., Majnaric, L., Sabanovic, S. & Holzinger, A., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI 9250. 1 ed. Heidelberg, Berlin: Springer, p. 347-357

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
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interactive data analysis

Holzinger, A. & Pasi, G., 2015, In : Information processing & management. 51, 2, p. 141-143

Research output: Contribution to journalArticle

Open Access
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Medicine and Health Care as a Data Problem: Will Computers become better medical doctors?

Holzinger, A., Duerr-Specht, M. & Goebel, R., 2015, Smart Health: Open Problems and Future Challenges, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Heidelberg, Berlin: Springer, p. 21-39

Research output: Chapter in Book/Report/Conference proceedingChapter

Physiological Computing for Human-Computer Interaction

Holzinger, A., Silva, H., Fairclough, S., Jacobs, R. & Tan, D., 2015, In : ACM Transactions on Computer-Human Interaction. 21, 6, p. 29-32

Research output: Contribution to journalArticle

Open Access
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