Andreas Holzinger

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

19952019

Research output per year

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Personal profile

Research interests

Andreas Holzinger promotes a synergistic approach by integration of two areas to understand intelligence: Human-Computer Interaction (HCI) & Knowledge Discovery/Data Mining (KDD). Andreas’ goal is to augment human intelligence with artificial intelligence and to support human learning with machine learning. Andreas has pioneered in interactive machine learning (iML) with the human-in-the-loop towards explainable AI. The motto of the Holzinger-Group is: Science is to test crazy ideas, Engineering is to put these ideas into Business.

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 → …

Keywords

  • 102015 Information systems
  • 102019 Machine learning
  • 102020 Medical informatics
  • 102001 Artificial intelligence
  • QA75 Electronic computers. Computer science
  • Machine Learning
  • Health Informatics
  • explainable AI

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Research Output

Biomedical image augmentation using Augmentor

Bloice, M. D., Roth, P. M. & Holzinger, A., 2019, In : Bioinformatics. 35, 21, p. 4522-4524

Research output: Contribution to journalArticleResearchpeer-review

  • Developments in transduction, connectivity and AI/machine learning for point-of-care testing

    O’Sullivan, S., Ali, Z., Jiang, X., Abdolvand, R., Ünlü, M. S., Silva, H. P. D., Baca, J. T., Kim, B., Scott, S., Sajid, M. I., Moradian, S., Mansoorzare, H. & Holzinger, A., 2 Apr 2019, In : Sensors (Switzerland). 19, 8, 1917.

    Research output: Contribution to journalArticleResearchpeer-review

    Open Access
  • Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome

    Hassler, A. P., Menasalvas, E., García-García, F. J., Rodríguez-Mañas, L. & Holzinger, A., 18 Feb 2019, In : BMC Medical Informatics and Decision Making. 19, 1, 33.

    Research output: Contribution to journalArticleResearchpeer-review

    Open Access
  • 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

    Use case driven evaluation of open databases for pediatric cancer research

    Jeanquartier, F., Jeanquartier, C. & Holzinger, A., 15 Jan 2019, In : BioData Mining. 12, 1, p. 2 20 p., 2.

    Research output: Contribution to journalArticleResearchpeer-review

    Open Access
  • Activities

    Alberta Machine Intelligence Insitute, University of Alberta, Edmonton (Kanada)

    Andreas Holzinger (Visitor)
    1 Jul 2019

    Activity: Visiting an external academic institutionResearch at external institution

    From Machine Learning to Explainable AI

    Andreas Holzinger (Speaker)
    22 Aug 201824 Aug 2018

    Activity: Talk or presentationInvited talk at conference or symposiumScience to science

    Universität Hamburg, Fakultät für Mathematik, Informatik und Naturwissenschaften

    Andreas Holzinger (Visitor)
    18 Jan 201823 Feb 2018

    Activity: Visiting an external academic institutionResearch at external institution

    10th international conference on brain informatics (Event)

    Andreas Holzinger (Peer reviewer)
    16 Feb 201715 Nov 2017

    Activity: Publication peer-review or editorial workPeer review of manuscripts

    Machine Learning (Journal)

    Andreas Holzinger (Peer reviewer)
    3 Feb 2017

    Activity: Publication peer-review or editorial workPeer review of manuscripts

    Prizes

    Anerkennung MHM '99 des LKH-Universitätsklinikums Graz

    Andreas Holzinger (Recipient), 9 Dec 1999

    Prize: Prizes / Medals / Awards

    Austrian Representative in WG 12 - 9 Computational Intelligence

    Andreas Holzinger (Recipient), 9 Jul 2016

    Prize: Election to learned society

  • Best Paper Award

    Andreas Holzinger (Recipient), 27 Jul 2012

    Prize: Prizes / Medals / Awards

    Best Paper Award

    Andreas Holzinger (Recipient) & Bernhard Josef Peischl (Recipient), 24 Jul 2011

    Prize: Prizes / Medals / Awards

    Press / Media

    Big Data is Data - just Big

    Andreas Holzinger

    22/10/12

    1 media contribution

    Press/Media: Press / Media

    Daten, Information und Wissen im ärztlichen Handeln

    Andreas Holzinger

    4/12/11

    1 media contribution

    Press/Media: Press / Media

    Pervasive Computing and Future Health Care

    Andreas Holzinger

    4/12/10

    1 media contribution

    Press/Media: Press / Media

    Ambient Assisted Living: Science Fiction in Omas Wohnzimmer

    Andreas Holzinger

    1/02/09

    1 media contribution

    Press/Media: Press / Media