Publications

Publications of Andreas Holzinger in Google Scholar or DBLP

Andreas Holzinger build a solid track record in AI/machine learning (see definition) for health informatics always with a strong focus on research-based teaching. Andreas has been working on integrated machine learning, which is manifested in Holzinger’s HCI-KDD approach. This is based on the idea of combining the best of two worlds towards understanding intelligence: Human–Computer Interaction (HCI), rooted in cognitive science, particularly dealing with human intelligence, and Knowledge Discovery/Data Mining (KDD), rooted in computer science, particularly dealing with artificial intelligence. Particularly, Andreas has pioneered the interactive machine learning approach with a human-in-the-loop. Holzinger proved his concept with his glass-box approach, which will become important in the future due to raising legal and privacy issues in the European Union  – particularly for the health informatics domain. Moreover, in the future it will become important to make decisions transparent, understandable and retraceable and to explain why a machine decsion has been made – towards explainable artificial intelligence (explainable-ai) – ex-AI.

Subject: Data and Information Science
Technical Area: Machine Learning & Knowledge Extraction
Application Area: Health Informatics
Keywords: Explainable Artificial Intelligence, interactive Machine Learning (iML), Knowledge Discovery
ORCID-ID: http://orcid.org/0000-0002-6786-5194

Publication metrics as of 15.09.2018 14:00 CEST:

Google Scholar citations: 10,006
Google Scholar h-Index: 45
Google Schloar i10-Index: 202
Scopus h-Index = 31
Scopus citations = 4748
Scopus authored papers = 303
DBLP Peer-reviewed conference papers = 168
DBLP Peer-reviewed journal papers = 66
DBLP Edited books and Journal issues = 42
DBLP Peer-reviewed book chapters = 23
DBLP TOTAL = 299
ArXiV contributions: 12

1) 3-pages-CV-Andreas-HOLZINGER (pdf, 323 kB)

2a) Publications-last-five-years-Andreas-Holzinger (pdf, 163 kB)

2b) Selected 10 original journal publications of the last 5 years (pdf, 9 kB)

2c) Selected 5 original contributions with comments (pdf, 75 kB)

3) 5-pages research statement (pdf, 170 kB)

4) 5-pages teaching statement (pdf, 607 kB)

5) 9-minutes Youtube Video Research Statement