Andreas Holzinger

Research output

Research output per year 1995 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2022

• 144 Chapter
• 126 Article
• 117 Conference paper
• 39 Book
• 100 More
  • 30 (Old data) Lecture or Presentation
  • 19 Poster
  • 13 Other report
  • 12 Commissioned report
  • 11 Website / Web publication
  • 3 Paper
  • 3 Lecture notes
  • 2 Anthology
  • 2 Diploma Thesis
  • 2 Preprint
  • 1 Abstract
  • 1 Doctoral Thesis
  • 1 Habilitation

Research output per year

Research output per year

Search results

• 2021

  The Next Frontier: AI We Can Really Trust

  Holzinger, A., 2021, Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2021, Proceedings: ECML PKDD 2021. Kamp, M., Koprinska, I., Bibal, A., Bouadi, T., Frénay, B., Galárraga, L., Oramas, J., Adilova, L., Krishnamurthy, Y., Kang, B., Largeron, C., Lijffijt, J., Viard, T., Welke, P., Ruocco, M., Aune, E., Gallicchio, C., Schiele, G. & Pernkopf, F. (eds.). Cham: Springer, p. 427-440 14 p. publons.com/p/52081722/. (Communications in Computer and Information Science; vol. 1524).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  File

  • Artificial intelligence 100%
  • Machine learning 27%
  • Agriculture 20%
  • Knowledge representation 20%
  • Transparency 19%
• 2020

  Property-Based Testing for Parameter Learning of Probabilistic Graphical Models

  Saranti, A., Taraghi, B., Ebner, M. & Holzinger, A., 1 Jan 2020, Machine Learning and Knowledge Extraction: CD-MAKE 2020. Holzinger, A., Kieseberg, P. & Min Tjoa, A. (eds.). Springer, Cham, p. 499-515 17 p. (Lecture Notes in Computer Science; vol. 12279).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  • Parameter Learning 100%
  • Graphical Models 72%
  • Probabilistic Model 70%
  • Machine Learning 50%
  • Machine learning 45%
• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  File

  • Artificial intelligence 100%
  • Machine learning 83%
  • Data privacy 33%
  • Ontology 27%
  • European Union 18%

• 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 proceeding › Conference paper › peer-review

  • Reasoning 100%
  • Human 94%
  • Expert systems 65%
  • Architecture 57%
  • Machine learning 51%

• 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 proceeding › Conference paper › peer-review

  Open Access

  File
• 2017

  Machine Learning and Knowledge Extraction in Digital Pathology needs an integrative approach

  Holzinger, A., Malle, B., Kieseberg, P., Müller, H., Reihs, R. & Zatloukal, K., 2017, Towards Integrative Machine Learning and Knowledge Extraction: BIRS Workshop, Banff, AB, Canada, July 24-26, 2015, Revised Selected Papers. Holzinger, A., Goebel, R., Ferri, M. & Palade, V. (eds.). Cham: Springer, (Lecture Notes in Computer Science; vol. 10344).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
• 2016

  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, Information Technology in Bio- and Medical Informatics. ITBAM 2016. Cham: Springer, p. 49-66 (Lecture Notes in Computer Science; vol. 9832).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  File

  • Open Data 100%
  • Tumors 83%
  • User interfaces 23%

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

  • Machine learning 100%
  • Industry 59%
  • Economics 58%
  • Data privacy 46%
  • Classifiers 32%

• 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 paper › peer-review

  Open Access

  File

  • Traveling salesman problem 100%
  • Machine learning 61%
  • Medical informatics 46%
  • Ant colony optimization 18%
  • Autonomous vehicles 17%

• 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 paper › peer-review

  Open Access

  File

  • Recommender systems 100%
  • Medical informatics 92%
  • Machine learning 73%
  • Protein folding 48%
  • Health 48%
• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File
• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File
• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• Fighting Physical and Mental Decline of Elderly with Adaptive Serious Games

  Kickmeier-Rust, M., Holzinger, A. & Albert, D., 2012, Proceedings of 6th European Conference on Games Based Learning (ECGBL). ., p. 1-10

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

• On Knowledge Discovery and interactive intelligent Visualization of biomedical data: Challenges in Human–Computer Interaction & Biomedical Informatics

  Holzinger, A., 2012, DATA 2012 Conference. Setubal: INSTICC – Institute for Systems and Technologies of Information, Control and Communication, p. 9-20

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

  • Documentation 100%
  • Rheumatoid Arthritis 88%
  • Patient Participation 30%
  • Information Systems 29%
  • Compliance 24%

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 paper › peer-review

  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 paper › peer-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 proceeding › Conference paper › peer-review

  Open Access

  File

• 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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-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 proceeding › Conference paper › peer-review

  Open Access

  File