Find Research Outputs

Search results

• Conference contribution

  Towards interactive Machine Learning (iML): Applying Ant Colony Algorithms to solve the Traveling Salesman Problem with the Human-in-the-Loop approach

  Holzinger, A., Plass, M., Holzinger, K., Crisan, G. C., Pintea, C. M. & Palade, V., 17 Aug 2016, Lecture Notes in Computer Science, LNCS 9817: IFIP International Cross Domain Conference and Workshop (CD-ARES 2016). Springer, p. 81-95

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Traveling salesman problem
  • Learning systems
  • Health
  • Ant colony optimization
  • Recommender systems

• Towards Interactive Recommender Systems with the Doctor-in-the-Loop

  Holzinger, A., Calero-Valdez, A. & Ziefle, M., 2016, Mensch & Computer 2016. Weyers, B. & Dittmar, A. (eds.). Gesellschaft für Informatik , p. 1-9

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

  • Recommender systems
  • Health
  • Learning systems
  • Protein folding
  • Computer science

• User-Centric Knowledge Management in Enterprise 2.0 Platforms: A complementary multi-method approach

  Auinger, A., Nedbal, D., Hochmeier, A. & Holzinger, A., 2011, Proceedings of the 8th International Conference on electronic Business and Telecommunications. ., p. 119-124

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File

• Weakly Structured Data in Health-Informatics: The Challenge for Human-Computer Interaction

  Holzinger, A., 2011, Proceedings of INTERACT 2011 Workshop: Promoting and supporting healthy living by design. ., p. 5-7

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
• Chapter

  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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  • Data mining
  • Entropy
  • Physics

• A Systematic Success Factor Analysis in the Context of Enterprise 2.0: Results of an Exploratory Analysis comprising Digital Immigrants and Digital Natives

  Nedbal, D., Auinger, A., Hochmeier, A. & Holzinger, A., 2012, EC-Web International Conference on Electronic Commerce and Web Technologies - EC-Web 2012. Huemer, C. & Lops, P. (eds.). 1 ed. Heidelberg, Berlin, New York: Springer, p. 163-175

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

  • Learning systems
  • Data structures
  • Neural networks

• B.77 Ubiquitous Computing for Augmenting the Learning Experience within an Urban Archaeological Tour in the City of Graz by use of an ArcheoApp for the iPhone

  Holzinger, K., Lehner, M., Fassold, M. & Holzinger, A., 2011, Proceedings of the 15th International Conference on Cultural Heritage and New Technologies. 1 ed. Vienna: Museen der Stadt Wien - Stadtarchäologie Wien, p. 348-356

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• B.79 Development of an Interactive Application for Learning Medical Procedures and Clinical Decision Making

  Bloice, M. D., Simonic, K-M., Kreuzthaler, M. & Holzinger, A., 2011, Information Quality in e-Health Springer Lecture Notes in Computer Science LNCS 7058. 1 ed. Heidelberg, Dordrecht, London, New York: Springer, Vol. 7058. p. 211-224 (Springer Lecture Notes in Computer Science (LNCS)).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• B.81 Design einer mobilen Anwendung für das stationäre Glukosemanagement

  Höll, B., Spat, S., Plank, J., Schaupp, L., Neubauer, K., Pieber, T. & Holzinger, A., 2011, eHealth2011: Health Informatics meets eHealth - von der Wissenschaft zur Anwendung und zurück. 1 ed. Wien: Österreichische Computergesellschaft, p. 51-57

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• B.87 Social Inclusion in AAL Environments: Home Automation and Convenience Services for Elderly Users

  Röcker, C., Ziefle, M. & Holzinger, A., 2011, Proceedings of the International Conference on Artificial Intelligence (ICAI 2011). 1 ed. New York: CSERA Press, p. 55-59

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• B.90 Optimization of a Handwriting Recognition Algorithm for a Mobile Enterprise Health Information System on the Basis of Real-Life Usability Research

  Holzinger, A., Schlögl, M., Peischl, B. & Debevc, M., 2012, Springer Communications in Computer and Information Science, Vol. 222. 1 ed. Heidelberg, Berlin, London, New York: Springer, p. 97-111

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• B.90 Using Patient Records to Teach Medical Students

  Bloice, M. D., Simonic, K-M. & Holzinger, A., 2011, Association for Medical Education in Europe. 1 ed. Dundee, DD2 1LR, UK: AMEE, Tay Park House, 484 Perth Road, p. 230-231

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• B.91 An Answer to “Who needs a stylus?” On Handwriting Recognition on Mobile Devices

  Holzinger, A., Searle, G., Peischl, B. & Debevc, M., 2012, e-Business and Telecommunications CCIS 314. 1 ed. Heidelberg, Berlin, London, New York: Springer, p. 156-167

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• Computational Sensemaking on Examples of Knowledge Discovery from Neuroscience Data: Towards Enhancing Stroke Rehabilitation

  Holzinger, A., Scherer, R., Seeber, M., Wagner, J. & Müller-Putz, G., 2012, International Conference on Information Technology in Bio- and Medical Informatics - ITBAM 2012: Lecture Notes in Computer Science 7451. Böhm, C., Khuri, S., Lhotska, L. & Renda, M. E. (eds.). Lecture Notes in Computer Science LNCS 7451 ed. Heidelberg, Berlin, New York: Springer, Vol. 7451. p. 166-168

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

  • Brain mapping
  • Patient rehabilitation
  • Data mining
  • Brain
  • Electroencephalography

• Conformity with User Expectations on the Web: Are There Cultural Differences for Design Principles?

  Auinger, A., Aistleithner, A., Kindermann, H. & Holzinger, A., 2011, Design, User Experience, and Usability. Theory, Methods, Tools and Practice. 1 ed. Heidelberg, Dordrecht, London, New York: Springer, p. 3-12

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

  • Evolutionary algorithms
  • Data mining
  • Ant colony optimization
  • Genetic programming
  • Immune system

• 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 proceeding › Chapter

  Open Access

  File

  • Screening
  • Image processing
  • Image classification
  • Image acquisition
  • Medical problems

• 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 proceeding › Chapter

  Open Access

  File

  • Industrial applications
  • Data mining
  • Ontology
  • Data acquisition
  • Processing

• EduPunks and Learning Management Systems – Conflict or Chance?

  Ebner, M., Scerbakov, N., Tsang, P. & Holzinger, A., 2011, Hybrid Learning IHCL 2011 Springer Lecture Notes in Computer Sciences LNCS 6837. 1 ed. Heidelberg, Berlin, London, New York: Springer, p. 224-238

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

  • Health
  • Medicine
  • Ubiquitous computing
  • Ecosystems
  • Sensor networks

• How usage context shapes evaluation and adoption in different technologies

  Holzinger, A., 2012, Advances in Usability Evaluation Part II. 1 ed. Boca Raton (Florida): CRC Press, p. 2812-2821

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• Human-Computer Interaction & Knowledge Discovery from Big Data: Introduction to the Special Session

  Holzinger, A. & Auinger, A., 2012, (Accepted/In press) Alan Turing Centenary World Computational Intelligence Conference. 1 ed. .

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• Informatics as Semiotics Engineering: Lessons learned from Design, Development and Evaluation of Ambient Assisted Living Applications for Elderly People

  Holzinger, A., Searle, G., Auinger, A. & Ziefle, M., 2011, Universal Access in Human-Computer Interaction. Context Diversity, Part III, HCII 2011, Lecture Notes in Computer Science, LNCS 6767. 1 ed. Heidelberg, Berlin, London, New York: Springer, Vol. 6767. p. 183-192 (Springer Lecture Notes in Computer Science (LNCS)).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  File

  • Tumors
  • User interfaces
  • Kinetics

• 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 proceeding › Chapter

  Open Access

  File

• Interactive Visualization for Information Analysis in Medical Diagnosis

  Wong, W., Xu, K. & Holzinger, A., 2011, Information Quality in e-Health: 7th Conference of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer ... / Programming and Software Engineering). 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 7058. p. 109-120 (Springer Lecture Notes in Computer Science).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• iScope – Viewing Biosignals on Mobile Devices

  Breitwieser, C., Terbu, O., Holzinger, A., Brunner, C., Lindstaedt, S. & Müller-Putz, G., 2012, ICPCA SWS 2012, Springer Lecture Notes in Computer Science LNCS 7719. 1 ed. Heidelberg, Berlin, New York: Springer, p. 50-56

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

  • Data mining
  • Learning systems
  • Fusion reactions
  • Processing
  • Costs

• 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 proceeding › Chapter

  Open Access

  File

  • Data mining
  • Graph theory
  • Knowledge representation
  • Large scale systems
  • Data acquisition

• 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 proceeding › Chapter

  Open Access

  File

• 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 proceeding › Chapter

  Open Access

  File

  • Learning systems
  • Health
  • Protein folding
  • Data privacy
  • Data visualization

• Making Apps Useable on Multiple Different Mobile Platforms: On Interoperability for Business Application Development on Smartphones

  Holzinger, A., Treitler, P. & Slany, W., 2012, CD-ARES 2012, LNCS 7465, IIFIP International Federation for Information Processing (2012). 1 ed. Heidelberg, Berlin, New York: Springer, p. 176-189

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

  Open Access

  File

• MashUps For E-Learning 2.0 Simple Personal Learning Environments (PLE) For Frequent Computer Users

  Auinger, A., Nedbal, D., Holzinger, A., Scerbakov, N. & Ebner, M., 2012, Advances in Industrial Engineering, Information and Water Resources. 1 ed. WIT Transactions on Engineering Sciences, p. 649-662

  Research output: Chapter in Book/Report/Conference proceeding › Chapter

• 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 proceeding › Chapter

• Mobile Anwendungen für Medizin und Gesundheit

  Novak, J., Ziegler, J., Hoppe, U., Holzinger, A., Heintze, C. & Böckle, M., 2012, Gesellschaft für Informatik Mensch & Computer 2012. 1 ed. ., p. 227-230

  Research output: Chapter in Book/Report/Conference proceeding › Chapter