Personal profile
Research interests
Andreas Holzinger pioneered in interactive machine learning with the human-in-the-loop promoting robustness and explainability to foster trustworthy AI. He advocates a synergistic approach to Human-Centered AI (HCAI) to align new technology with human values, ethical principles, and legal requirements to ensure privacy, security, and safety.
For his achievements he was elected a member of Academia Europaea in 2019, the European Academy of Science, of the European Laboratory for Learning and Intelligent Systems (ELLIS) in 2020, and Fellow of the international federation of information processing (ifip) in 2021. He obtained his Ph.D. with a topic in Cognitive Science from Graz University in 1998, and his Habilitation (UOG 93, venia docendi) in Computer Science from Graz University of Technology in 2003. Andreas was Visiting Professor for Machine Learning & Knowledge Extraction in Verona (Italy), RWTH Aachen (Germany), and the University College London (UK). From July 2019 until February 2022 Andreas was a Visiting Professor for explainable AI at the University of Alberta (Canada). Andreas Holzinger has been appointed full professor for digital transformation in smart farm and forest operations at the University of Natural Resources and Life Sciences Vienna as of March, 1, 2022.
Scholar (h-index) | DBLP | ORCID | Mendeley | Research Gate | Holzinger Group | International Expert Network HCI-KDD
External positions
Visiting Professor Machine Learning for Health Informatics, Technische Universität Wien, Fakultät für Informatik
1 Mar 2016 → …
Austrian Fields of Study 2012 (6-stellig)
- 102015 Information systems
- 102019 Machine learning
- 102020 Medical informatics
- 102001 Artificial intelligence
Keywords
- QA75 Electronic computers. Computer science
- Machine Learning
- Health Informatics
- explainable AI
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Collaborations and top research areas from the last five years
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Assessing the carbon footprint of language models: Towards sustainability in AI
Jeanquartier, F., Jean-Quartier, C., Rieder, P., Misirlić, V., Pasero, C., Hohensinner, R., Müller, H. & Holzinger, A., Feb 2026, In: Resources, Conservation and Recycling. 226, 108670.Research output: Contribution to journal › Article › peer-review
Open Access -
Conformal Prediction for Counterfactual Detection in Concept Learning from Synthetic Visual Patterns
Norinder, U., Lowry, S., Müller, H. & Holzinger, A., 24 Mar 2026, In: Electronics (Switzerland). 15, 7, 1346.Research output: Contribution to journal › Article › peer-review
Open Access -
From slides to AI-ready maps: Standardized multi-layer tissue maps as metadata for artificial intelligence in digital pathology
Fiala, G., Plass, M., Harb, R., Regitnig, P., Skok, K., Zoughbi, W. A., Zerner, C., Torke, P., Kargl, M., Müller, H., Brazdil, T., Gallo, M., Kubín, J., Stoklasa, R., Nenutil, R., Zerbe, N., Holzinger, A. & Holub, P., 28 Jan 2026, In: Artificial Intelligence in Medicine. 174, 103368.Research output: Contribution to journal › Article › peer-review
Open Access -
niarules: Advancing interpretable machine learning through numerical association rule mining and 3D coral plot visualization
Fister, I., Emsenhuber, G., Plümer, J. H., Fister, I. & Holzinger, A., Feb 2026, In: SoftwareX. 33, 102470.Research output: Contribution to journal › Article › peer-review
Open Access -
Reproducibility and Environmental Efficiency of Metabolomics Cancer Modeling
Jean-Quartier, C., Tscheppe, N., Millonig, S., Klambauer, L., Holzinger, A., Stryeck, S. & Jeanquartier, F., 6 Jan 2026, In: Applied Sciences. 16, 2, 588.Research output: Contribution to journal › Article › peer-review
Open Access
Activities
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Alberta Machine Intelligence Insitute, University of Alberta, Edmonton (Kanada)
Holzinger, A. (Visitor)
1 Jul 2019Activity: Visiting an external academic institution › Research at external institution
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From Machine Learning to Explainable AI
Holzinger, A. (Speaker)
22 Aug 2018 → 24 Aug 2018Activity: Talk or presentation › Invited talk at conference or symposium › Science to science
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Universität Hamburg, Fakultät für Mathematik, Informatik und Naturwissenschaften
Holzinger, A. (Visitor)
18 Jan 2018 → 23 Feb 2018Activity: Visiting an external academic institution › Research at external institution
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Università degli Studi di Verona, Dipartimento Informatica
Holzinger, A. (Visitor)
7 Apr 2017 → 14 Apr 2017Activity: Visiting an external academic institution › Research at external institution
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Advances and Future Challenges in Machine Learning and Knowledge Extraction
Holzinger, A. (Speaker)
24 Jul 2017Activity: Talk or presentation › Invited talk › Science to science
Prizes
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Anerkennung MHM '99 des LKH-Universitätsklinikums Graz
Holzinger, A. (Recipient), 9 Dec 1999
Prize: Prizes / Medals / Awards
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Austrian Representative in IFIP Technical Committee TC 12 Artificial Intelligence
Holzinger, A. (Recipient), 1 Oct 2017
Prize: Election to learned society
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Austrian Representative in WG 12 - 9 Computational Intelligence
Holzinger, A. (Recipient), 9 Jul 2016
Prize: Election to learned society
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Best Paper Award
Holzinger, A. (Recipient) & Peischl, B. J. (Recipient), 24 Jul 2011
Prize: Prizes / Medals / Awards
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Press/Media
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Daten, Information und Wissen im ärztlichen Handeln
4/12/11
1 Media contribution
Press/Media: Press / Media
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Pervasive Computing and Applications in Biomedicine and Health Care
1/12/10
1 Media contribution
Press/Media: Press / Media
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Ambient Assisted Living: Science Fiction in Omas Wohnzimmer
1/02/09
1 Media contribution
Press/Media: Press / Media