Andreas Holzinger

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

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

Research Output 1995 2019

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

Augmentation
Biomedical Imaging
Software
Imaging techniques
Learning

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 proceedingChapterResearchpeer-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
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

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

Machine Learning (Journal)

Andreas Holzinger (Peer reviewer)
3 Feb 2017

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

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)

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

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) & 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