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Andreas Holzinger

  • Assoc. Prof. Dr.
  • Head Holzinger Group, HCI-KDD
  • Medical University of Graz
  • 30h-indexImpact measure calculated using publication and citation counts. Updated daily.
  • 4545CitationsNumber of citations received by Andreas's publications. Updated daily.

Research interests

Health InformaticsArtificial Intelligenceexplainable AIinteractive machine learningMachine LearningInteractive Data MiningKnowledge discovery

About

Augmenting Human Intelligence with Artificial Intelligence. Science is to test crazy ideas - Engineering is to put these ideas into Business. The goal of the Holzinger Group is to design and develop algorithms which can learn from data and improve with experience over time. However, the application of such automatic machine learning (aML) approaches in the complex health domain seems elusive in the near future, and a good example are Gaussian processes, where aML (e.g. standard kernel machines) struggle on function extrapolation problems which are trivial for human learners. Consequently, interactive ML-approaches, by integrating a human-into-the-loop and making use of human cognitive abilities, seem to be a promising approach. iML-approaches can be of particular interest to solve problems in health informatics, where we are lacking big data sets, deal with complex data and/or rare events, where traditional learning algorithms suffer due to insufficient training samples. Here the “doctor-in-the-loop” can help, where human expertise and long-term experience can assist in solving problems which otherwise would remain NP-hard. Successful ML for health informatics requires a deep understanding of the data ecosystem and a concerted effort of 7 research topics: 1) data integration, 2) learning algorithms, 3) graphs, 4) topology, 5) entropy, 6) visualization, and 7) privacy, data protection, safety and security. Consequently, Andreas and his Group work on a synergistic combination of methodologies of two areas that offer ideal conditions towards unraveling such problems: Human-Computer Interaction (HCI) and Knowledge Discovery/Data Mining (KDD), with the goal of supporting human intelligence with machine learning to discover novel, previously unknown insights into data. Andreas is passionate on extending advanced methods including time (e.g. information entropy) and space (e.g. computational topology), along with user-centered software engineering to create interactive algorithms and tools for data science. Andreas is founder of the Expert Network HCI-KDD and Assoc. Editor of Knowledge and Information Systems (KAIS) and Brain Informatics (BRIN), and member of IFIP WG 12.9 Computational Intelligence.

Groups

Co-authors (392)

Publications (5)

  • Convolutional and Recurrent Neural Networks for Activity Recognition in Smart Environment

    • Singh D
    • Merdivan E
    • Hanke S
    • et al.
    N/AReaders
    N/ACitations
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  • Glass-Box interactive Machine Learning with the Human-in-the-loop A glass-box interactive machine learning approach for solving NP-hard problems with the human-in-the-loop

    • Holzinger A
    • Plass M
    • Holzinger K
    • et al.
    N/AReaders
    N/ACitations
  • Introduction to MAchine Learning & Knowledge Extraction (MAKE)

    • Holzinger A
    N/AReaders
    N/ACitations
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  • Machine Learning and Knowledge Extraction in Digital Pathology Needs an Integrative Approach

    • Holzinger A
    • Malle B
    • Kieseberg P
    • et al.
    N/AReaders
    N/ACitations
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  • Machine learning enhanced virtual autopsy

    • O 'Sullivan S
    • Holzinger A
    • Zatloukal K
    • et al.
    N/AReaders
    N/ACitations
    Get full text

Editorships

Machine Learning & Knowledge Extraction

Editor-in-chief

2017 - Present

BMC Medical Informatics and Decision Support

Section Editor for Standards, Technology, Machine Learning and Modeling

2016 - Present

Elsevier International Journal of Human-Computer Studies

Associate Editor

2016 - Present

Knowledge and Information Systems

Associate Editor

2015 - Present

Machine Learning

Journal Track Editor ECML-PKDD

2016 - 2017(a year)

Professional experience

Head Holzinger Group, HCI-KDD

Medizinische Universität Graz

April 2017 - Present

Visiting Professor Machine Learning for Health Informatics

Technische Universitat Wien

March 2016 - Present

Associate Professor for Applied Computer Science

Technische Universitat Graz

November 2003 - Present

Visiting Professor Biomedical Informatics

Wirtschaftsuniversitat Wien

October 2007 - January 2014(6 years)

Visiting Professor at CHI-MED

University College London

January 2012 - February 2012(a month)

Visiting Professor for eHealth

Rheinisch-Westfälische Technische Hochschule Aachen

September 2011 - January 2012(4 months)

Visiting Professor

Middlesex University London, School of Engineering and Information Sciences

March 2007 - April 2007(a month)

Visiting Professor

Vienna University of Technology (TU Wien), Institute for Software Technology & Interactive Systems

October 2005 - February 2006(4 months)

Visiting Professor

Universität Innsbruck - University of Innsbruck, Institute of Organization and Learning

October 2004 - February 2005(4 months)

Technical Director

Virtual Medical Campus Graz, Medical University Graz

February 2002 - October 2004(3 years)

Visiting Professor

Nations Healthcareer School of Management

October 2003 - February 2004(4 months)

University Lecturer

Graz University of Technology, Institute of Information Systems and Computer Media

October 1998 - October 2003(5 years)

Head of IT Planning ZMF - Center for Medical Research

Steiermärkische Krankenanstalten Ges.m.b.H

October 2000 - January 2002(a year)

Education

venia docendi, Univ.-Doz./Assoc.Prof (Applied Informatics)

Graz University of Technology, Faculty of Informatics

April 1998 - November 2003(6 years)

PhD - Dr. phil. (Cognitive Science/Problem Solving) with summa cum laude

Karl-Franzens-Universitat Graz

July 1995 - July 1998(3 years)

MPh - Mag.phil. (Media Pedagogics/Sociology - e-Learning in Mathematics) with distinction

Karl-Franzens-Universität Graz - University of Graz

October 1993 - June 1996(3 years)

MSc - Mag.rer.nat. (Physics & Psychology - Teacher Education) with distinction

Karl-Franzens-Universität Graz - University of Graz

October 1992 - July 1995(3 years)

1.Staatsprüfung - equiv. BEng (Electrical Engineering)

Graz University of Technology

October 1987 - February 1994(6 years)

DipEd (Diploma as Lecturer for Adult Education)

Styrian Chamber of Commerce, Wirtschaftskammer Steiermark

January 1992 - December 1992(a year)

CEng - Ing. -Chartred Engineer for Information- and Communication Engineering

Austrian Ministry of Commerce, Traffic and Transport

October 1987 - September 1990(3 years)