19952019
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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

Fingerprint Dive into the research topics where Andreas Holzinger is active. These topic labels come from the works of this person. Together they form a unique fingerprint.

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Learning systems Engineering & Materials Science
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Medicine Engineering & Materials Science
Human computer interaction Engineering & Materials Science
Entropy Engineering & Materials Science

Network Recent external collaboration on country level. Dive into details by clicking on the dots.

Research Output 1995 2019

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
Pediatrics
Use Case
Cancer
Databases
Evaluation

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

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 proceedingChapterResearchpeer-review

Open Access
File
Industrial applications
Data mining
Ontology
Data acquisition
Processing

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

Explainable AI (ex-AI)

Holzinger, A., 26 May 2018, In : Informatik-Spektrum. 41, 2, p. 138-143

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Glass

Activities 1998 2018

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

Universita die Verona, Dipartimento die Informatica

Andreas Holzinger (Visitor)
7 Mar 201714 Jun 2017

Activity: Visiting an external academic institutionLecturer at external institution

Advances and Future Challenges in Machine Learning and Knowledge Extraction

Andreas Holzinger (Speaker)
24 Jul 2017

Activity: Talk or presentationInvited talkScience to science

Cross Domain Conference for Machine Learning and Knowledge Extraction CD-MAKE 2017

Andreas Holzinger (Chair)
18 Feb 20171 Sep 2017

Activity: Participation in or organisation ofConference or symposium (Participation in/Organisation of)

Introduction to Machine Learning and Knowledge Extraction (MAKE)

Andreas Holzinger (Speaker)
30 Aug 2017

Activity: Talk or presentationTalk at conference or symposiumScience to science

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

Artificial intelligence

Best Paper Award

Andreas Holzinger (Recipient), 2 Apr 2006

Prize: Prizes / Medals / Awards

Best Paper Award

Andreas Holzinger (Recipient), 27 Jul 2012

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