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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Conference contribution
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 proceedingConference contributionResearchpeer-review

2018

Current Advances, Trends and Challenges of Machine Learning and Knowledge Extraction: From Machine Learning to Explainable AI

Holzinger, A., Kieseberg, P., Weippl, E. & Tjoa, A. M., 2018, Machine Learning and Knowledge Extraction. CD-MAKE 2018. Springer International, p. 1-8 (Lecture Notes in Computer Science; vol. 11015).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

File
Artificial intelligence
Learning systems
Data privacy
Ontology
Adaptive systems

Explainable AI: The new 42?

Goebel, R., Chander, A., Holzinger, K., Lecue, F., Akata, Z., Stumpf, S., Kieseberg, P. & Holzinger, A., 1 Jan 2018, Machine Learning and Knowledge Extraction - Second IFIP TC 5, TC 8/WG 8.4, 8.9, TC 12/WG 12.9 International Cross-Domain Conference, CD-MAKE 2018, Proceedings. Springer Verlag Heidelberg, p. 295-303 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11015 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Reasoning
Expert systems
Learning systems
Expert System
Network architecture

From Machine Learning to Explainable AI

Holzinger, A., 25 Aug 2018, IEEE 2018 World Symposium on Digital Intelligence for Systems and Machines (DISA). New York: IEEE Computer Society, p. 55-66

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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2017

Gesture-Based Interactions in Video Games with the Leap Motion Controller

Pirker, J., Pojer, M., Holzinger, A. & Gütl, C., 2017, International Conference on Human-Computer Interaction. p. 620-633 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2016

The right to be forgotten: Towards Machine Learning on perturbed knowledge bases

Malle, B., Kieseberg, P., Weippl, E. & Holzinger, A., 3 Sep 2016, Springer Lecture Notes in Computer Science LNCS 9817. Springer International, p. 251-266 16 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Learning systems
Industry
Data privacy
Economics
Classifiers

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 proceedingConference contributionResearchpeer-review

Open Access
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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 proceedingConference contributionResearchpeer-review

Open Access
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Recommender systems
Health
Learning systems
Protein folding
Computer science
2015

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 contributionResearchpeer-review

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 contributionResearchpeer-review

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 contributionResearchpeer-review

Open Access
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2014

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 contributionResearchpeer-review

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 contributionResearchpeer-review

Open Access
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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 contributionResearchpeer-review

Open Access
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2013

Mobile Learning as a Chance to Enhance Education in Developing Countries - on the Example of Ghana

Grimus, M., Ebner, M. & Holzinger, A., 2013, Proceedings of the 11th International Conference on Mobile and Contextual Learning 2012. ., p. 340-345

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2012

A Mobile Information System for Improved Navigation in Public Transport User Centered Design, Development, Evaluation and e-Business Scenarios of a Mobile Roadmap Application

Peischl, B., Ziefle, M. & Holzinger, A., 2012, Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems. Setubal: SciTec Press, p. 217-221

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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ArcheoAPP Rome Edition (AARE) – Making invisible sites visible: e-Business Aspects of Historic Knowledge Discovery via Mobile devices

Holzinger, K., Koiner, G., Fassold, M., Kosec, P. & Holzinger, A., 2012, Proceedings of the 9th International Conference on Data Communication Networking, e-Business and Optical Communication Systems. Setubal: INSTICC – Institute for Systems and Technologies of Information, Control and Communication, p. 115-122

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Assessment for/as Learning: Integrated Automatic Assessment in Complex Learning Resources for Self-Directed Learning

Al-Smadi, M., Wesiak, G., Gütl, C. & Holzinger, A., 2012, Proceedings 2012 International Conference on Complex, Intelligent and Software Intensive Systems. Los Alamitos, Ca.: IEEE Computer Society, p. 929-934

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Disease-disease relationships for rheumatic diseases Web-based biomedical textmining and knowledge discovery to assist medical decision making

Holzinger, A., Simonic, K-M. & Yildirim, P., 2012, IEEE COMPSAC 36th International Conference on Computer Software and Applications. New York: Institute of Electrical and Electronics Engineers, p. 573-580

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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How usage context shapes evaluation and adoption criteria in different technologies

Ziefle, M., Himmel, S. & Holzinger, A., 2012, Advances in Usability Evaluation Part II. New York: CRC Press, p. 2812-2821 (Advances in Human Factors and Ergonomics Series).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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On complexity reduction of user interfaces for safety-critical systems

Holzinger, A., Popova, E., Peischl, B. & Ziefle, M., 2012, (Accepted/In press) IFIP Cross Domain Conference, Lecture Notes in Computer Science. Heidelberg, Berlin, New York: Springer

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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On the development of smart adaptive user interfaces for mobile e-Business applications: Towards enhancing User Experience – some lessons learned

Holzinger, A., Geier, MI. & Germanakos, P., 2012, DCNET/ICE-B/OPTICS 2012. ., p. 205-214

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Search Engine Optimization meets e-Business - a Theory-Based Evaluation: Findability and Usability as key success factors

Auinger, A., Brandtner, P., Großdehner, P. & Holzinger, A., 2012, Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems. ., p. 237-250

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Towards a framework based on single trial connectivity for enhancing knowledge discovery in BCI

Billinger, M., Brunner, C., Scherer, R., Holzinger, A. & Müller-Putz, G., 2012, Active Media Technologies, Springer Lecture Notes in Computer Science, LNCS 7669. ., p. 658-667

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

2011

Applying Aspect Oriented Programming (AOP) in Usability Engineering processes: On the example of Tracking Usage Information for Remote Usability Testing

Holzinger, A., Brugger, M. & Slany, W., 2011, Proceedings of the 8th International Conference on electronic Business and Telecommunications. Setubal (Lisbon, Portugal): SciTec, p. 53-56

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Archaeological Scavenger Hunt on Mobile Devices: From e-Education to E-Business - A triple adaptive mobile application for supporting Experts, Tourists and Children

Holzinger, K., Lehner, M., Fassold, M. & Holzinger, A., 2011, ICETE 2011 8th International Joint Conference on e-Business and Telecommunications. Setubal: SciTec, p. 131-136

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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D.57 Accessible and Collaborative Moodle-based Learning Management Environment for Web Users with Varying Degrees of Hearing

Kosec, P., Debevc, M., Kozuh, I., Rotovnik, M. & Holzinger, A., 2011, Computers and Advanced Technology in Education (CATE 2011) Cambridge. Anaheim, Calgary, Zurich: Acta Press, p. 73-79

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Design einer mobilen Anwendung für das stationäre Glukosemanagement

Höll, B., Spat, S., Plank, J., Schaupp, L., Neubauer, K., Beck, P., Pieber, T. & Holzinger, A., 2011, eHealth. ., p. 151-157

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Design of a mobile, safety-critical in-hospital Glucose Management System

Höll, B., Spat, S., Plank, J., Schaupp, L., Neubauer, K., Beck, P., Chiarugi, F., Kontogiannis, V., Pieber, T. & Holzinger, A., 2011, (Accepted/In press) Proceedings of Medical Informatics Europe (MIE 2011). .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Handwriting Recognition on Mobile Devices: State of the art technology, usability and business analysis

Holzinger, A., Basic, L., Peischl, B. & Debevc, M., 2011, Proceedings of the 8th International Conference on electronic Business and Telecommunications. ., p. 219-227

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Interacting with Information - Challenges in Human–Computer Interaction and Information Retrieval

Holzinger, A., 2011, Interfaces and Human-Computer Interaction 2011. Lisbon: IADIS Press, p. xxiii-xxvii

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Interaction Design of Augmented Education Environments - Augmented and Mixed Reality for performance and training support of Technicians

Behringer, R., Christian, J., Krieger, H. & Holzinger, A., 2011, (Accepted/In press) Computer Assisted Learning. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Measuring Emotions: Towards rapid and low cost methodologies

Stickel, C., Holzinger, A. & Felfernig, A., 2011, (Accepted/In press) ACM Conference on Recommender Systems. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Medical Technology in Smart Homes: Exploring the User’s Perspective on Privacy, Intimacy and Trust

Ziefle, M., Röcker, C. & Holzinger, A., 2011, Annual International Computer Software and Applications Conference. New York: Institute of Electrical and Electronics Engineers, p. 410-415 (978-1-4577-0980-7).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Mobile information retrieval in medicine: A semantic approach

Kreuzthaler, M., Bloice, M. D., Faulstich, L., Simonic, K-M. & Holzinger, A., 2011, 23rd International Conference of the European Federation for Medical Informatics User Centred Networked Health Care - A. Moen et al. (Eds.) MIE 2011 / CD / Short Communications. ., p. 272-274

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Navigational User Interface Elements on the Left Side: Intuition of Designers or Experimental Evidence?

Holzinger, A., Scherer, R. & Ziefle, M., 2011, Human-Computer Interaction – INTERACT 2011 Springer Lecture Notes in Computer Science LNCS 6947. 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 6947. p. 162-177 (Lecture notes in computer science).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Optimizing Long-Term Treatment of Rheumatoid Arthritis with Systematic Documentation

Simonic, K-M., Holzinger, A., Bloice, M. D. & Hermann, J., 2011, Proceedings of the International Conference on Pervasive Computing Technologies for Healthcare. 1 ed. New York: Institute of Electrical and Electronics Engineers, p. 550-554

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Documentation
Rheumatoid Arthritis
Patient Participation
Therapeutics
Information Systems

Perceived usefulness of assistive technologies and electronic services for ambient assisted living

Ziefle, M., Röcker, C. & Holzinger, A., 2011, 5th International Conference on Pervasive Computing Technologies for Healthcare (Pervasive Health). New York: Institute of Electrical and Electronics Engineers, p. 585-592

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Rapid Prototyping on the example of Software Development in the automotive industry: The Importance of their Provision for Software Projects at the Correct Time

Holzinger, A., Waclick, OI., Kappe, F., Lenhart, S., Orasche, G. & Peischl, B., 2011, Proceedings of the 8th International Conference on electronic Business and Telecommunications. Setubal (Lisbon, Portugal): SciTec, p. 57-61

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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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 proceedingConference contributionResearchpeer-review

Open Access
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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 proceedingConference contributionResearchpeer-review

2010

Applying Model-View-Controller (MVC) in Design and Development of Information Systems: An example of smart assistive script breakdown in an e-Business Application

Holzinger, A., Struggl, K-H. & Debevc, M., 2010, Proceedings of the International Conference on E-Business (ICE-B 2010), Athens. New York: Institute of Electrical and Electronics Engineers, p. 63-68

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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D.41 Motivational features of a mobile web application promoting a healthy lifestyle

Holzinger, A. & Dorner, S., 2010, (Accepted/In press) HCI - British Human Computer Interaction Group Annual Conference. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

D.43 Ubiquitous Computing and Urban Archaeology: Experiences with Augmenting the Learning Experience by Smart Objects

Holzinger, K., Lehner, M., Fassold, M. & Holzinger, A., 2010, International Conference on Cultural Heritage and New Technologies. Vienna: City of Vienna, p. 64-64

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

From Cloud Computing to Mobile Internet, from User Focus to Culture and Hedonism - The Crucible of Mobile Health Care and Wellness Applications

Alagöz, F., Calero Valdez, A., Wilkowska, W., Ziefle, M., Dorner, S. & Holzinger, A., 2010, 5th International Conference on Pervasive Computing and Applications (ICPCA). New York: Institute of Electrical and Electronics Engineers, p. 38-45

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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MashUps for e-Learning 2.0 Simple Personal Learning Environments (PLE) for Frequent Computer Users

Auinger, A., Nedbal, D., Holzinger, A., Ebner, M. & Scerbakov, N., 2010, (Accepted/In press) International Conference on Management Science and Information Engineering. New York: Institute of Electrical and Electronics Engineers

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

On the Need for Open-Source Ground Truths for Medical Information Retrieval Systems

Kreuzthaler, M., Bloice, M. D., Simonic, K-M. & Holzinger, A., 2010, International Conference on Knowledge Management. ., p. 371-381

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Perceived Usefulness among Elderly People: Experiences and Lessons Learned during the Evaluation of a Wrist Device

Holzinger, A., Searle, G., Prückner, S., Steinbach-Nordmann, S., Kleinberger, T., Hirt, E. & Temnitzer, J., 2010, Proceedings of the International Conference on Pervasive Computing Technologies for Healthcare. New York: Institute of Electrical and Electronics Engineers, p. 1-5

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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Preferences of Handwriting Recognition on Mobile Information Systems in Medicine: Improving handwriting algorithm on the basis of real-life usability research

Holzinger, A., Schlögl, M., Peischl, B. & Debevc, M., 2010, Proceedings of the International Conference on E-Business (ICE-B 2010), Athens. New York: Institute of Electrical and Electronics Engineers, p. 14-21

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
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