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Andreas Holzinger

Active 1995–2026

569
Papers
28,494
Citations
89
h-index
362
i10-index

Citations

Citations per year for Andreas Holzinger1977: 1 citations1986: 1 citations1991: 2 citations1992: 2 citations1997: 3 citations1998: 7 citations1999: 32 citations2000: 25 citations2001: 24 citations2002: 19 citations2003: 23 citations2004: 21 citations2005: 41 citations2006: 82 citations2007: 140 citations2008: 235 citations2009: 203 citations2010: 251 citations2011: 272 citations2012: 311 citations2013: 457 citations2014: 663 citations2015: 551 citations2016: 594 citations2017: 500 citations2018: 647 citations2019: 842 citations2020: 1,269 citations2021: 1,501 citations2022: 1,595 citations2023: 1,646 citations2024: 2,109 citations2025: 1,594 citations2026: 430 citations2027: 2 citations1978–1985: no citations, so these years are not shown1987–1990: no citations, so these years are not shown1993–1996: no citations, so these years are not shown

Citation sources

Countries

World map of the countries and regions citing this authorUnited States: 2,154 citing papers, 13.2% of this breakdownGermany: 1,329 citing papers, 8.1% of this breakdownChina: 1,275 citing papers, 7.8% of this breakdownUnited Kingdom: 1,055 citing papers, 6.5% of this breakdownItaly: 775 citing papers, 4.7% of this breakdownAustria: 758 citing papers, 4.6% of this breakdownIndia: 622 citing papers, 3.8% of this breakdownSpain: 593 citing papers, 3.6% of this breakdownCanada: 543 citing papers, 3.3% of this breakdownAustralia: 455 citing papers, 2.8% of this breakdownFrance: 376 citing papers, 2.3% of this breakdownNetherlands: 363 citing papers, 2.2% of this breakdown
0%13.2%Other 37.1%

Institutions

Fields

  • Computer Science44.3%
  • Medicine16.1%
  • Social Sciences7.8%
  • Biochemistry, Genetics and Molecular Biology6.1%
  • Psychology5.4%
  • Engineering5.2%
  • Other15.1%

Topics

  • Explainable Artificial Intelligence (XAI)5.1%
  • Artificial Intelligence in Healthcare and Education3.7%
  • Machine Learning in Healthcare2.5%
  • Ethics and Social Impacts of AI1.9%
  • AI in cancer detection1.6%
  • Context-Aware Activity Recognition Systems1.6%
  • Other83.6%

Coauthors

All papers

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  1. Causability and explainability of artificial intelligence in medicine

    Authors: Andreas Holzinger, Georg Langs, Helmut Denk, Kurt Zatloukal, Heimo Müller - Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery, WIREs Data Mining Knowl. Discov. 2019 cited by 1,740

  2. Evaluating the Quality of Machine Learning Explanations: A Survey on Methods and Metrics

    Authors: Jianlong Zhou, Amir H. Gandomi, Fang Chen, Andreas Holzinger - Electronics 2021 cited by 573

  3. Explainable AI Methods - A Brief Overview

    Authors: Andreas Holzinger, Anna Saranti, Christoph Molnar, Przemyslaw Biecek, Wojciech Samek - Lecture notes in computer science, xxAI@ICML 2020 cited by 361

  4. What do we need to build explainable AI systems for the medical domain?

    Authors: Andreas Holzinger, Chris Biemann, Constantinos S. Pattichis, Douglas B. Kell - arXiv (Cornell University), CoRR 2017 cited by 639

  5. AI for life: Trends in artificial intelligence for biotechnology

    Authors: Andreas Holzinger, Katharina Keiblinger, Petr Holub, Kurt Zatloukal, Heimo Müller - New Biotechnology 2023 cited by 425

  6. Interactive machine learning for health informatics: when do we need the human-in-the-loop?

    Authors: Andreas Holzinger - Brain Informatics 2016 cited by 877

  7. Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation

    Authors: André M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Olivia Magwood, Yusuf Sheikh, Matthew McInnes, Andreas Holzinger - IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Trans. Pattern Anal. Mach. Intell. 2022 cited by 288

  8. Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists

    Authors: Carl Orge Retzlaff, Alessa Angerschmid, Anna Saranti, David Schneeberger, Richard Röttger, Heimo Müller, Andreas Holzinger - Cognitive Systems Research, Cogn. Syst. Res. 2024 cited by 167

  9. Measuring the Quality of Explanations: The System Causability Scale (SCS)

    Authors: Andreas Holzinger, André M. Carrington, Heimo Müller - KI - Künstliche Intelligenz, Künstliche Intell. 2020 cited by 386

  10. On generating trustworthy counterfactual explanations

    Authors: Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Anna Saranti, Andreas Holzinger - Information Sciences, Inf. Sci. 2023 cited by 109

  11. A manifesto on explainability for artificial intelligence in medicine

    Authors: Carlo Combi, Beatrice Amico, Riccardo Bellazzi, Andreas Holzinger, Jason H. Moore, Marinka Zitnik, John H. Holmes - Artificial Intelligence in Medicine, Artif. Intell. Medicine 2022 cited by 151

  12. Legal, regulatory, and ethical frameworks for development of standards in artificial intelligence (AI) and autonomous robotic surgery

    Authors: Shane O’Sullivan, Nathalie Nevejans, Colin Allen, Andrew Blyth, Simon Léonard, Ugo Pagallo, Katharina Holzinger, Andreas Holzinger, Mohammed Imran Sajid, Hutan Ashrafian - International Journal of Medical Robotics and Computer Assisted Surgery 2018 cited by 419

  13. Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities

    Authors: Carl Orge Retzlaff, Srijita Das, Christabel Wayllace, Payam Mousavi, Mohammad Afshari, Tianpei Yang, Anna Saranti, Alessa Angerschmid, Matthew E. Taylor, Andreas Holzinger - Journal of Artificial Intelligence Research, J. Artif. Intell. Res. 2024 cited by 133

  14. Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence

    Authors: Andreas Holzinger, Matthias Dehmer, Frank Emmert-Streib, Rita Cucchiara, Isabelle Augenstein, Javier Del Ser, Wojciech Samek, Igor Jurisica, Natalia Díaz Rodríguez - Information Fusion, Inf. Fusion 2021 cited by 209

  15. Recommender systems in the healthcare domain: state-of-the-art and research issues

    Authors: Thi Ngoc Trang Tran, Alexander Felfernig, Christoph Trattner, Andreas Holzinger - Journal of Intelligent Information Systems, J. Intell. Inf. Syst. 2020 cited by 291

  16. Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI

    Authors: Andreas Holzinger, Bernd Malle, Anna Saranti, Bastian Pfeifer - Information Fusion, Inf. Fusion 2021 cited by 347

  17. Fairness and Explanation in AI-Informed Decision Making

    Authors: Alessa Angerschmid, Jianlong Zhou, Kevin Theuermann, Fang Chen, Andreas Holzinger - Machine Learning and Knowledge Extraction, Mach. Learn. Knowl. Extr. 2022 cited by 148

  18. The explainability paradox: Challenges for xAI in digital pathology

    Authors: Theodore Evans, Carl Orge Retzlaff, Christian Geißler, Michaela Kargl, Markus Plass, Heimo Müller, Tim-Rasmus Kiehl, Norman Zerbe, Andreas Holzinger - Future Generation Computer Systems, Future Gener. Comput. Syst. 2022 cited by 137

  19. Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions

    Authors: Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf - Information Fusion, Inf. Fusion 2024 cited by 479

  20. Medical artificial intelligence: the European legal perspective

    Authors: Karl Stöger, David Schneeberger, Andreas Holzinger - Communications of the ACM, Commun. ACM 2021 cited by 99

  21. A Practical Tutorial on Explainable AI Techniques

    Authors: Adrien Bennetot, Ivan Donadello, A. Haouari, Mauro Dragoni, Thomas Frossard, B.J. Wagner, Anna Sarranti, Silvia Tulli, Maria Trocan, Raja Chatila, Andreas Holzinger, Artur d’Avila Garcez, Natalia Díaz-Rodríguez - ACM Computing Surveys, ACM Comput. Surv. 2024 cited by 86

  22. Human-Centered AI in Smart Farming: Toward Agriculture 5.0

    Authors: Andreas Holzinger, Iztok Fister, Iztok Fister Jr., Hans-Peter Kaul, Senthold Asseng - IEEE Access 2024 cited by 144

  23. Quod erat demonstrandum? - Towards a typology of the concept of explanation for the design of explainable AI

    Authors: Federico Cabitza, Andrea Campagner, Gianclaudio Malgieri, Chiara Natali, David Schneeberger, Karl Stoeger, Andreas Holzinger - Expert Systems with Applications, Expert Syst. Appl. 2022 cited by 88

  24. Personas for Artificial Intelligence (AI) an Open Source Toolbox

    Authors: Andreas Holzinger, Michaela Kargl, Bettina Kipperer, Peter Regitnig, Markus Plass, Heimo Müller - IEEE Access 2022 cited by 90