Andreas Holzinger

Univ.-Doz. Mag.phil. Mag.rer.nat. Dr.phil. Ing.

19952019
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Research Output 1995 2019

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2019

Insights into Learning Competence Through Probabilistic Graphical Models

Saranti, A., Taraghi, B., Ebner, M. & Holzinger, A., 2 Sep 2019, Machine Learning and Knowledge Extraction: Third IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2019, Canterbury, UK, August 26–29, 2019, Proceedings. Holzinger, A., Kieseberg, P., Tjoa, A. M. & Weippl, E. (eds.). Cham: Springer International Publishing AG , p. 250-271 (Lecture Notes in Computer Science; vol. 11713).

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

2018

Dimensionality Reduction for Exploratory Data Analysis in Daily Medical Research

Girardi, D. & Holzinger, A., 21 Apr 2018, Advanced Data Analytics in Health. Giabbanelli, P. J., Mago, V. K. & Papageorgiou, E. I. (eds.). Cham: Springer International, p. 3-20

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File
Industrial applications
Data mining
Ontology
Data acquisition
Processing
2017

A Tutorial on Machine Learning and Data Science Tools with Python

Bloice, M. D. & Holzinger, A., 3 Feb 2017, Machine Learning for Health Informatics. Lecture Notes in Artificial Intelligence LNAI 9605. Cham: Springer International, p. 435-480

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File
Learning systems
Data structures
Neural networks

Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning

Robert, S., Büttner, S., Röcker, C. & Holzinger, A., 8 Apr 2017, Springer Lecture Notes in Artificial Intelligence LNAI 9605. Springer, p. 357-376

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File
Learning systems
Industrial applications
Uncertainty
Decision making
Health
2016

Application of Graph Entropy for Knowledge Discovery and Data Mining

Calero Valdez, A., Dehmer, M. & Holzinger, A., 24 Sep 2016, Mathematical Foundations and Applications of Graph Entropy. Dehmer, M., Emmert-Streib, F., Chen, Z., Li, X. & Shi, Y. (eds.). John Wiley & Sons, Inc, p. 259-276 (Quantitative and Network Biology Series).

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Data mining
Entropy
Physics

Integrating Open Data on Cancer in Support to Tumor Growth Analysis

Jeanquartier, F., Jean-Quartier, C., Schreck, T., Cemernek, D. & Holzinger, A., 10 Aug 2016, Lecture Notes in Computer Science LNCS 9832. Heidelberg, Berlin, New York: Springer, p. 49-66

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

File
Tumors
User interfaces
Kinetics

Knowledge Discovery from Complex High Dimensional Data

Lee, S. & Holzinger, A., 10 Jul 2016, Solving Large Scale Learning Tasks. Challenges and Algorithms: Springer Lecture Notes in Artificial Intelligence LNAI 9580. Michaelis, S., Piatkowski, N. & Stolpe, M. (eds.). Heidelberg, Berlin, New York: Springer International, p. 148 167 p.

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File
Data mining
Graph theory
Knowledge representation
Large scale systems
Data acquisition

Machine Learning for Health Informatics

Holzinger, A., 22 Dec 2016, Machine Learning for Health Informatics: State-of-the-Art and Future Challenges, Lecture Notes in Artificial Intelligence LNAI 9605. Holzinger, A. (ed.). Cham: Springer International, p. 1-24 (Lecture Notes in Artificial Intelligence; vol. 9605).

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
File
Learning systems
Health
Protein folding
Data privacy
Data visualization

Ontology-Guided Principal Component Analysis: Reaching the limits of the doctor-in-the-loop

Wartner, S., Girardi, D., Trenkler, J., Wiesinger-Widi, M., Kleiser, R. & Holzinger, A., 19 Aug 2016, Springer Lecture Notes in Computer Science LNCS 9832: Information Technology in Bio- and Medical Informatics. Heidelberg, Berlin, New York: Springer, p. 22-33

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

File
Principal component analysis
Ontology
Visualization

Tumor Growth Simulation Profiling

Jean-Quartier, C., Jeanquartier, F., Cemernek, D. & Holzinger, A., 15 Aug 2016, Lecture Notes in Computer Science. Springer, p. 208-213

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
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Tumors
Cell growth
Bioinformatics
Medicine
Visualization
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 proceedingChapterResearch

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 proceedingChapterResearchpeer-review

Open Access
File
Screening
Image processing
Image classification
Image acquisition
Medical problems

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 proceedingChapterResearchpeer-review

Open Access
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Health
Medicine
Ubiquitous computing
Ecosystems
Sensor networks

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 proceedingChapterResearch

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 proceedingChapterResearch

State-of-the-Art and Future Challenges in the Integration of Biobank Catalogues

Müller, H., Reihs, R., Zatloukal, K., Jeanquartier, F., Merino Martinez, R., Enckevort, D., Swertz, M. & Holzinger, A., 2015, Smart Health: State-of-the-Art and Beyond, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer International, p. 261-273

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges

Donsa, K., Spat, S., Beck, P., Pieber, T. & Holzinger, A., 2015, Smart Health: Open Problems and Future Challenges, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer, p. 237-260

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Open Access
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Therapeutics
Life Style
Insulin
Machine Learning
Self Care

Witness for the Doctor in the Loop

Kieseberg, P., Schantl, J., Frühwirt, P., Weippl, E. & Holzinger, A., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI 9250. 1 ed. Heidelberg, Berlin: Springer, p. 369-378

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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2014

Big Complex Biomedical Data: Towards a Taxonomy of Data

Holzinger, A., Stocker, C. & Dehmer, M., 2014, Communications in Computer and Information Science Springer CCIS 455. 1 ed. Heidelberg, Berlin: Springer, p. 3-18

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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Biobanks – A Source of large Biological Data Sets: Open Problems and Future Challenges

Holzinger, A. & Huppertz, B., 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. 317-330

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges

Holzinger, A., Schantl, J., Schroettner, M., Seifert, C. & Verspoor, K., 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. 271-300

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

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 proceedingChapterResearchpeer-review

Open Access
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Evolutionary algorithms
Data mining
Ant colony optimization
Genetic programming
Immune system

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 proceedingChapterResearchpeer-review

Open Access
File
Visualization
Cybernetics
Planning

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 proceedingChapterResearch

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 proceedingChapterResearch

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 proceedingChapterResearch

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 proceedingChapterResearch

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 proceedingChapterResearchpeer-review

Open Access
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Data mining
Learning systems
Fusion reactions
Processing
Costs

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 proceedingChapterResearchpeer-review

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 proceedingChapterResearchpeer-review

Open Access
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Mobile computing
Mobile devices
Pediatrics
Health care
Information management

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 proceedingChapterResearch

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 proceedingChapterResearch

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 proceedingChapterResearch

Open Access
File
Data mining
Entropy

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 proceedingChapterResearch

Open Access
File
Data mining
HTML
Web browsers
Image classification
Watersheds

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 proceedingChapterResearch

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 proceedingChapterResearch

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 proceedingChapterResearchpeer-review

Open Access
File
Data mining
Topology
Computational geometry
Graph theory
Photography

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 proceedingChapterResearch

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 proceedingChapterResearch

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 proceedingChapterResearch

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 proceedingChapterResearch

Open Access
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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 proceedingChapterResearch

Open Access
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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 proceedingChapterResearch

Open Access
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2013

Acceptance of Telemedical Treatments – A Medical Professional Point of View

Ziefle, M., Klack, L., Wilkowska, W. & Holzinger, A., 2013, Human Interface and the Management of Information. Information and Interaction for Health, Safety, Mobility and Complex Environments, Lecture Notes in Computer Science LNCS 8017. 1 ed. Heidelberg, Berlin, New York: Springer, p. 325-334

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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Combining HCI, Natural Language Processing, and Knowledge Discovery - Potential of IBM Content Analytics as an Assistive Technology in the Biomedical Field

Holzinger, A., Stocker, C., Ofner, B., Prohaska, G., Brabenetz, A. & Hoffmann-Wellenhof, R., 2013, HCI-KDD Knowledge Discovery from Big Data. 1 ed. Heidelberg, Berlin, New York: Springer, p. 13-24

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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Human–Computer Interaction & Knowledge Discovery HCI-KDD : What is the benefit of bringing those two fields to work together?

Holzinger, A., 2013, Multidisciplinary Research and Practice for Information Systems, Springer Lecture Notes in Computer Science LNCS 8127. 1 ed. Heidelberg, Berlin, New York: Springer, p. 319-328

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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Influence of Organizational Culture and Communication on the Successful Implementation of Information Technology in Hospitals

Xie, S., Helfert, M., Lugmayr, A., Heimgärtner, R. & Holzinger, A., 2013, Cross-Cultural Design: Cultural Differences in Everyday Life . 1 ed. Heidelberg, Berlin, New York: Springer, p. 165-174 (Lecture Notes in Computer Science ; vol. 8024).

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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Introducing an Information System for Successful Support of Selective Attention in Online Courses

Ebner, M., Wachtler, J. & Holzinger, A., 2013, Universal Access in Human-Computer Interaction. Applications and Services for Quality of Life, Lecture Notes in Computer Science LNCS 8011. 1 ed. Berlin, Heidelberg: Springer, p. 153-162

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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Older Users’ Wish List for Technology Attributes A Comparison of Household and Medical Technologies

Holzinger, A., Himmel, S. & Ziefle, M., 2013, Availability, Reliability, and Security in Information Systems and HCI Lecture Notes in Computer Science Volume 8127. Heidelberg, Berlin: Springer, p. 16-27

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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On Graph Entropy Measures for Knowledge Discovery from Publication Network Data

Holzinger, A., Ofner, B., Stocker, C., Calero Valdez, A., Schaar, A-K., Ziefle, M. & Dehmer, M., 2013, Multidisciplinary Research and Practice for Information Systems. 1 ed. Heidelberg, Berlin, New York: Springer, p. 354-362

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Open Access
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