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ORCIDAndreas Holzinger
Person information
- affiliation: University of Natural Resources and Life Sciences Vienna, Austria
- affiliation: Medical University Graz, Austria
- affiliation: Graz University of Technology, Austria
- affiliation: University of Alberta, Canada
- award (2021): ifip Fellow
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2020 – today
- 2024
[j119]Andreas Holzinger
, Iztok Fister, Iztok Fister Jr., Hans-Peter Kaul, Senthold Asseng:
Human-Centered AI in Smart Farming: Toward Agriculture 5.0. IEEE Access 12: 62199-62214 (2024)- [j118]Paolo Buono, Nadia Berthouze, Maria Francesca Costabile, Adela Grando, Andreas Holzinger:
Special issue on Human-Centered Artificial Intelligence for One Health. Artif. Intell. Medicine 156: 102946 (2024) - [j117]Carl Orge Retzlaff, Alessa Angerschmid, Anna Saranti, David Schneeberger, Richard Röttger, Heimo Müller, Andreas Holzinger:
Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists. Cogn. Syst. Res. 86: 101243 (2024) - [j116]Sarah Wagner, Alessa Angerschmid, Anna Saranti, Christoph Gollob, Tim Ritter, Ralf Krassnitzer, Andreas Tockner, Sarah Witzmann, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS). Ecol. Informatics 82: 102709 (2024) - [j115]Iztok Fister Jr., Iztok Fister, Vili Podgorelec, Sancho Salcedo-Sanz, Andreas Holzinger:
NarmViz: A novel method for visualization of time series numerical association rules for smart agriculture. Expert Syst. J. Knowl. Eng. 41(3) (2024) - [j114]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:
Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions. Inf. Fusion 106: 102301 (2024) - [j113]Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Anna Saranti, Andreas Holzinger:
On generating trustworthy counterfactual explanations. Inf. Sci. 655: 119898 (2024) - [j112]Carl Orge Retzlaff, Srijita Das, Christabel Wayllace, Payam Mousavi, Mohammad Afshari, Tianpei Yang, Anna Saranti, Alessa Angerschmid, Matthew E. Taylor, Andreas Holzinger:
Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities. J. Artif. Intell. Res. 79: 359-415 (2024) - [j111]Jacqueline Michelle Metsch, Anna Saranti, Alessa Angerschmid, Bastian Pfeifer, Vanessa Klemt, Andreas Holzinger, Anne-Christin Hauschild:
CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks. J. Biomed. Informatics 150: 104600 (2024) - [j110]Florian Ehrlich-Sommer, Ferdinand Hönigsberger, Christoph Gollob, Arne Nothdurft, Karl Stampfer, Andreas Holzinger:
Sensors for Digital Transformation in Smart Forestry. Sensors 24(3): 798 (2024) - [d4]Sarah Wagner, Alessa Angerschmid, Anna Saranti, Christoph Gollob, Tim Ritter, Ralf Krassnitzer, Andreas Tockner, Sarah Witzmann, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
col-LAUT - Colorized point clouds of marked trees collected with Terrestrial and Personal laser scanning from Austrian forest stands. Zenodo, 2024
- [i34]Peter Kieseberg, Simon Tjoa, Andreas Holzinger:
Controllable Artificial Intelligence. ERCIM News 2024(136) (2024) - 2023
- [j109]Bastian Pfeifer, Hryhorii Chereda, Roman Martin, Anna Saranti, Sandra Clemens, Anne-Christin Hauschild, Tim Beißbarth, Andreas Holzinger, Dominik Heider:
Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification. Bioinform. 39(10) (2023) - [j108]Claire Jean-Quartier, Katharina Bein, Lukas Hejny, Edith Hofer, Andreas Holzinger, Fleur Jeanquartier:
The Cost of Understanding - XAI Algorithms towards Sustainable ML in the View of Computational Cost. Comput. 11(5): 92 (2023) - [j107]Federico Cabitza, Andrea Campagner, Gianclaudio Malgieri, Chiara Natali, David Schneeberger, Karl Stöger, Andreas Holzinger:
Quod erat demonstrandum? - Towards a typology of the concept of explanation for the design of explainable AI. Expert Syst. Appl. 213(Part): 118888 (2023) - [j106]Fang Chen, Jianlong Zhou, Andreas Holzinger, Kenneth R. Fleischmann, Simone Stumpf:
Artificial Intelligence Ethics and Trust: From Principles to Practice. IEEE Intell. Syst. 38(6): 5-8 (2023) - [j105]Edgar R. Weippl, Andreas Holzinger, Peter Kieseberg:
Special Issue "Selected Papers from CD-MAKE 2020 and ARES 2020". Mach. Learn. Knowl. Extr. 5(1): 173-174 (2023) - [j104]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:
Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation. IEEE Trans. Pattern Anal. Mach. Intell. 45(1): 329-341 (2023) - [j103]Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Bettina Finzel, Ute Schmid, Heimo Müller:
Toward human-level concept learning: Pattern benchmarking for AI algorithms. Patterns 4(8): 100788 (2023) - [c208]Peter Kieseberg, Edgar R. Weippl, A Min Tjoa, Federico Cabitza, Andrea Campagner, Andreas Holzinger:
Controllable AI - An Alternative to Trustworthiness in Complex AI Systems? CD-MAKE 2023: 1-12 - [c207]Arne Gevaert, Anna Saranti, Andreas Holzinger, Yvan Saeys:
Efficient Approximation of Asymmetric Shapley Values Using Functional Decomposition. CD-MAKE 2023: 13-30 - [c206]Andreas Holzinger, Anna Saranti, Anne-Christin Hauschild, Jacqueline Michelle Beinecke, Dominik Heider, Richard Röttger, Heimo Müller, Jan Baumbach, Bastian Pfeifer:
Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning. CD-MAKE 2023: 45-64 - [c205]David Schneeberger, Richard Röttger, Federico Cabitza, Andrea Campagner, Markus Plass, Heimo Müller, Andreas Holzinger:
The Tower of Babel in Explainable Artificial Intelligence (XAI). CD-MAKE 2023: 65-81 - [e64]Andreas Holzinger, Peter Kieseberg, Federico Cabitza, Andrea Campagner, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - 7th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2023, Benevento, Italy, August 29 - September 1, 2023, Proceedings. Lecture Notes in Computer Science 14065, Springer 2023, ISBN 978-3-031-40836-6 [contents] - [e63]Andreas Holzinger, Hugo Plácido da Silva, Jean Vanderdonckt, Larry L. Constantine:
Computer-Human Interaction Research and Applications - 5th International Conference, CHIRA 2021, Virtual Event, October 28-29, 2021, and 6th International Conference, CHIRA 2022, Valletta, Malta, October 27-28, 2022, Revised Selected Papers. Communications in Computer and Information Science 1882, Springer 2023, ISBN 978-3-031-41961-4 [contents] - [d3]Bastian Pfeifer, Hryhorii Chereda, Roman Martin, Anna Saranti, Sandra Clemens, Anne-Christin Hauschild, Tim Beißbarth, Andreas Holzinger, Dominik Heider:
Ensemble-GNN: Source Code and Data. Zenodo, 2023 - [i33]Jianlong Zhou, Heimo Müller, Andreas Holzinger, Fang Chen:
Ethical ChatGPT: Concerns, Challenges, and Commandments. CoRR abs/2305.10646 (2023) - [i32]Bastian Pfeifer, Mateusz Krzyzinski, Hubert Baniecki, Anna Saranti, Andreas Holzinger, Przemyslaw Biecek:
Explainable AI with counterfactual paths. CoRR abs/2307.07764 (2023) - [i31]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:
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions. CoRR abs/2310.19775 (2023) - [i30]Hubert Baniecki, Maciej Chrabaszcz, Andreas Holzinger, Bastian Pfeifer, Anna Saranti, Przemyslaw Biecek:
Be Careful When Evaluating Explanations Regarding Ground Truth. CoRR abs/2311.04813 (2023) - [i29]Johann Steszgal, Peter Kieseberg, Andreas Holzinger:
Food Waste Reduction in Healthcare - Challenges in Integrating Usage Data with Scorings. ERCIM News 2023(132) (2023) - [i28]Peter Kieseberg, Simon Tjoa, Andreas Holzinger:
Procurement of Secure AI - A Practical Guide. ERCIM News 2023(135) (2023) - 2022
- [j102]Andreas Holzinger, Michaela Kargl, Bettina Kipperer, Peter Regitnig, Markus Plass, Heimo Müller:
Personas for Artificial Intelligence (AI) an Open Source Toolbox. IEEE Access 10: 23732-23747 (2022) - [j101]Tim Miller, Robert R. Hoffman, Ofra Amir, Andreas Holzinger:
Special issue on Explainable Artificial Intelligence (XAI). Artif. Intell. 307: 103705 (2022) - [j100]Carlo Combi, Beatrice Amico, Riccardo Bellazzi, Andreas Holzinger, Jason H. Moore, Marinka Zitnik, John H. Holmes:
A manifesto on explainability for artificial intelligence in medicine. Artif. Intell. Medicine 133: 102423 (2022) - [j99]Anne-Christin Hauschild, Marta Lemanczyk, Julian O. Matschinske, Tobias Frisch, Olga I. Zolotareva, Andreas Holzinger, Jan Baumbach, Dominik Heider:
Federated Random Forests can improve local performance of predictive models for various healthcare applications. Bioinform. 38(8): 2278-2286 (2022) - [j98]Markus Plass, Michaela Kargl, Patrick Nitsche, Emilian Jungwirth, Andreas Holzinger, Heimo Müller:
Understanding and Explaining Diagnostic Paths: Toward Augmented Decision Making. IEEE Computer Graphics and Applications 42(6): 47-57 (2022) - [j97]Theodore Evans, Carl Orge Retzlaff, Christian Geißler, Michaela Kargl, Markus Plass, Heimo Müller, Tim-Rasmus Kiehl, Norman Zerbe, Andreas Holzinger:
The explainability paradox: Challenges for xAI in digital pathology. Future Gener. Comput. Syst. 133: 281-296 (2022) - [j96]Andreas Holzinger, Matthias Dehmer, Frank Emmert-Streib, Rita Cucchiara, Isabelle Augenstein, Javier Del Ser, Wojciech Samek, Igor Jurisica, Natalia Díaz Rodríguez:
Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence. Inf. Fusion 79: 263-278 (2022) - [j95]Bettina Finzel, Anna Saranti, Alessa Angerschmid, David E. Tafler, Bastian Pfeifer, Andreas Holzinger:
Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs. Künstliche Intell. 36(3): 271-285 (2022) - [j94]Alessa Angerschmid, Jianlong Zhou, Kevin Theuermann, Fang Chen, Andreas Holzinger:
Fairness and Explanation in AI-Informed Decision Making. Mach. Learn. Knowl. Extr. 4(2): 556-579 (2022) - [j93]Anna Saranti, Miroslav Hudec, Erika Mináriková, Zdenko Takác, Udo Großschedl, Christoph Koch, Bastian Pfeifer, Alessa Angerschmid, Andreas Holzinger:
Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning. Mach. Learn. Knowl. Extr. 4(4): 924-953 (2022) - [j92]Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Carl Orge Retzlaff, Andreas Gronauer, Vladimir Pejakovic, Francisco Medel-Jimenez, Theresa Krexner, Christoph Gollob, Karl Stampfer:
Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions. Sensors 22(8): 3043 (2022) - [c204]Alessa Angerschmid, Kevin Theuermann, Andreas Holzinger, Fang Chen, Jianlong Zhou:
Effects of Fairness and Explanation on Trust in Ethical AI. CD-MAKE 2022: 51-67 - [c203]André M. Carrington, Paul W. Fieguth, Franz Mayr, Nick D. James, Andreas Holzinger, John W. Pickering, Richard I. Aviv:
The ROC Diagonal is Not Layperson's Chance: A New Baseline Shows the Useful Area. CD-MAKE 2022: 100-113 - [c202]Ferdinand Hönigsberger, Anna Saranti, Alessa Angerschmid, Carl Orge Retzlaff, Christoph Gollob, Sarah Witzmann, Arne Nothdurft, Peter Kieseberg, Andreas Holzinger, Karl Stampfer:
Machine Learning and Knowledge Extraction to Support Work Safety for Smart Forest Operations. CD-MAKE 2022: 362-375 - [c201]Bastian Pfeifer, Andreas Holzinger, Michael G. Schimek:
Robust Random Forest-Based All-Relevant Feature Ranks for Trustworthy AI. MIE 2022: 137-138 - [e62]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Vienna, Austria, August 23-26, 2022, Proceedings. Lecture Notes in Computer Science 13480, Springer 2022, ISBN 978-3-031-14462-2 [contents] - [e61]Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert, Larry L. Constantine:
Computer-Human Interaction Research and Applications - 4th International Conference, CHIRA 2020, Virtual Event, November 5-6, 2020, Revised Selected Papers. Communications in Computer and Information Science 1609, Springer 2022, ISBN 978-3-031-22014-2 [contents] - [e60]Hugo Plácido da Silva, Jean Vanderdonckt, Andreas Holzinger, Larry L. Constantine:
Proceedings of the 6th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2022, Valletta, Malta, October 27-28, 2022. SCITEPRESS 2022, ISBN 978-989-758-609-5 [contents] - [e59]Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek:
xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers. Lecture Notes in Computer Science 13200, Springer 2022, ISBN 978-3-031-04082-5 [contents] - [e58]Georg Krempl, Vincent Lemaire, Daniel Kottke, Andreas Holzinger, Barbara Hammer:
Proceedings of the Workshop on Interactive Adaptive Learning (IAL 2021) co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), Bilbao, Spain, September 13, 2021. CEUR Workshop Proceedings 3079, CEUR-WS.org 2022 [contents] - [e57]Daniel Kottke, Georg Krempl, Andreas Holzinger, Barbara Hammer:
Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2022), Grenoble, France, September 23, 2022. CEUR Workshop Proceedings 3259, CEUR-WS.org 2022 [contents] - [d2]Christoph Gollob, Ralf Krassnitzer, Tim Ritter, Andreas Tockner, Gernot Erber, Martin Kühmaier, Ferdinand Hönigsberger, Thomas Varch, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
SKY-LAUT - Carriage-based laser scanner data from Austrian forest stands. Version 1.0. Zenodo, 2022 [all versions] - [d1]Christoph Gollob, Ralf Krassnitzer, Tim Ritter, Andreas Tockner, Gernot Erber, Martin Kühmaier, Ferdinand Hönigsberger, Thomas Varch, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
SKY-LAUT - Carriage-based laser scanner data from Austrian forest stands. Version 1.0. Zenodo, 2022 [all versions] - [i27]Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Andreas Holzinger:
Exploring the Trade-off between Plausibility, Change Intensity and Adversarial Power in Counterfactual Explanations using Multi-objective Optimization. CoRR abs/2205.10232 (2022) - [i26]Andreas Holzinger, Karl Stampfer, Arne Nothdurft, Christoph Gollob, Peter Kieseberg:
Challenges in Artificial Intelligence for Smart Forestry. ERCIM News 2022(130) (2022) - 2021
- [j91]Heimo Müller, Andreas Holzinger:
Kandinsky Patterns. Artif. Intell. 300: 103546 (2021) - [j90]Karl Stöger, David Schneeberger, Andreas Holzinger:
Medical artificial intelligence: the European legal perspective. Commun. ACM 64(11): 34-36 (2021) - [j89]Karl Stöger, David Schneeberger, Peter Kieseberg, Andreas Holzinger:
Legal aspects of data cleansing in medical AI. Comput. Law Secur. Rev. 42: 105587 (2021) - [j88]Heimo Müller, Michaela Theresia Mayrhofer, Evert-Ben van Veen, Andreas Holzinger:
The Ten Commandments of Ethical Medical AI. Computer 54(7): 119-123 (2021) - [j87]Andreas Holzinger, Heimo Müller:
Toward Human-AI Interfaces to Support Explainability and Causability in Medical AI. Computer 54(10): 78-86 (2021) - [j86]Andreas Holzinger:
Explainable AI and Multi-Modal Causability in Medicine. i-com 19(3): 171-179 (2021) - [j85]Andreas Holzinger, Bernd Malle, Anna Saranti, Bastian Pfeifer:
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI. Inf. Fusion 71: 28-37 (2021) - [j84]Thi Ngoc Trang Tran, Alexander Felfernig, Christoph Trattner, Andreas Holzinger:
Recommender systems in the healthcare domain: state-of-the-art and research issues. J. Intell. Inf. Syst. 57(1): 171-201 (2021) - [j83]Marcus D. Bloice, Peter M. Roth, Andreas Holzinger:
Performing arithmetic using a neural network trained on images of digit permutation pairs. J. Intell. Inf. Syst. 57(3): 547-562 (2021) - [j82]Miroslav Hudec, Erika Mináriková, Radko Mesiar, Anna Saranti, Andreas Holzinger:
Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions. Knowl. Based Syst. 220: 106916 (2021) - [j81]Claire Jean-Quartier, Fleur Jeanquartier, Aydin Ridvan, Matthias Kargl, Tica Mirza, Tobias Stangl, Robi Markac, Mauro Jurada, Andreas Holzinger:
Mutation-based clustering and classification analysis reveals distinctive age groups and age-related biomarkers for glioma. BMC Medical Informatics Decis. Mak. 21(1): 77 (2021) - [c200]Andreas Holzinger, Edgar R. Weippl, A Min Tjoa, Peter Kieseberg:
Digital Transformation for Sustainable Development Goals (SDGs) - A Security, Safety and Privacy Perspective on AI. CD-MAKE 2021: 1-20 - [c199]Andreas Holzinger:
The Next Frontier: AI We Can Really Trust. PKDD/ECML Workshops (1) 2021: 427-440 - [e56]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - 5th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2021, Virtual Event, August 17-20, 2021, Proceedings. Lecture Notes in Computer Science 12844, Springer 2021, ISBN 978-3-030-84059-4 [contents] - [e55]María José Escalona, Andres Jimenez Ramirez, Hugo Plácido da Silva, Larry L. Constantine, Markus Helfert, Andreas Holzinger:
Computer-Human Interaction Research and Applications - Second International Conference, CHIRA 2018, Seville, Spain, September 19-21, 2018 and Third International Conference, CHIRA 2019, Vienna, Austria, September 20-21, 2019, Revised Selected Papers. Communications in Computer and Information Science 1351, Springer 2021, ISBN 978-3-030-67107-5 [contents] - [e54]Hugo Plácido da Silva, Larry L. Constantine, Andreas Holzinger:
Proceedings of the 5th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2021, Online Streaming, October 28-29, 2021. SCITEPRESS 2021, ISBN 978-989-758-538-8 [contents] - [i25]Andreas Holzinger, Anna Saranti, Heimo Müller:
KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence. CoRR abs/2103.00519 (2021) - [i24]André M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Matthew McInnes, Olivia Magwood, Yusuf Sheikh, Andreas Holzinger:
Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation. CoRR abs/2103.11357 (2021) - [i23]Julian O. Matschinske, Julian Späth, Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Anne Hartebrodt, Balázs Orbán, Sándor Fejér, Olga I. Zolotareva, Mohammad Bakhtiari, Béla Bihari, Marcus D. Bloice, Nina C. Donner, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller, Anastasia Pustozerova, Richard Röttger, Anna Saranti, Harald H. H. W. Schmidt, Christof Tschohl, Nina Kerstin Wenke, Jan Baumbach:
The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond. CoRR abs/2105.05734 (2021) - [i22]Bastian Pfeifer, Anna Saranti, Andreas Holzinger:
Network Module Detection from Multi-Modal Node Features with a Greedy Decision Forest for Actionable Explainable AI. CoRR abs/2108.11674 (2021) - [i21]Adrien Bennetot, Ivan Donadello, Ayoub El Qadi, Mauro Dragoni, Thomas Frossard, Benedikt Wagner, Anna Saranti, Silvia Tulli, Maria Trocan, Raja Chatila, Andreas Holzinger, Artur S. d'Avila Garcez, Natalia Díaz Rodríguez:
A Practical Tutorial on Explainable AI Techniques. CoRR abs/2111.14260 (2021) - 2020
- [j80]Andreas Holzinger, Heimo Müller:
Verbinden von Natürlicher und Künstlicher Intelligenz: eine experimentelle Testumgebung für Explainable AI (xAI). HMD Prax. Wirtsch. 57(1): 33-45 (2020) - [j79]Andreas Holzinger, André M. Carrington, Heimo Müller:
Measuring the Quality of Explanations: The System Causability Scale (SCS). Künstliche Intell. 34(2): 193-198 (2020) - [j78]André M. Carrington, Paul W. Fieguth, Hammad Qazi, Andreas Holzinger, Helen H. Chen, Franz Mayr, Douglas G. Manuel:
A new concordant partial AUC and partial c statistic for imbalanced data in the evaluation of machine learning algorithms. BMC Medical Informatics Decis. Mak. 20(1): 4 (2020) - [c198]Andreas Holzinger:
Towards Robust Machine Learning in the Medical Domain. BIOSTEC 2020: 17 - [c197]Luca Longo, Randy Goebel, Freddy Lécué, Peter Kieseberg, Andreas Holzinger:
Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions. CD-MAKE 2020: 1-16 - [c196]David Schneeberger, Karl Stöger, Andreas Holzinger:
The European Legal Framework for Medical AI. CD-MAKE 2020: 209-226 - [c195]Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger:
Property-Based Testing for Parameter Learning of Probabilistic Graphical Models. CD-MAKE 2020: 499-515 - [c194]Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek:
xxAI - Beyond Explainable Artificial Intelligence. xxAI@ICML 2020: 3-10 - [c193]Andreas Holzinger, Anna Saranti, Christoph Molnar, Przemyslaw Biecek, Wojciech Samek:
Explainable AI Methods - A Brief Overview. xxAI@ICML 2020: 13-38 - [c192]Jianlong Zhou, Fang Chen, Andreas Holzinger:
Towards Explainability for AI Fairness. xxAI@ICML 2020: 375-386 - [c191]Anna Saranti, Simon Streit, Heimo Müller, Deepika Singh, Andreas Holzinger:
Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches. ISMIS (Industrial Paper) 2020: 59-68 - [c190]Marcus D. Bloice, Peter M. Roth, Andreas Holzinger:
Performing Arithmetic Using a Neural Network Trained on Digit Permutation Pairs. ISMIS 2020: 255-264 - [c189]Markus Plass, Philipp Faulhammer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller:
Reconstruct and Visualise Hierarchical Relationships in Whole Slide Images. IV 2020: 632-638 - [c188]Heimo Müller, Peter Regitnig, Peter Ferschin, Anna Saranti, Andreas Holzinger:
Classification and Visualization of Patterns in Medical Images. IV 2020: 639-643 - [c187]Birgit Pohn, Farah Nader, Marie-Christina Mayer, Robert Reihs, Helmut Denk, Andreas Holzinger, Kurt Zatloukal, Heimo Müller:
Visualization of Decision Making in Digital Pathology as Educational Tool. IV 2020: 651-656 - [c186]Andreas Holzinger:
From Explainable AI to Human-Centered AI. IAL@PKDD/ECML 2020: 4 - [p28]Peter Regitnig, Heimo Müller, Andreas Holzinger:
Expectations of Artificial Intelligence for Pathology. AI and ML for Digital Pathology 2020: 1-15 - [p27]Michaela Kargl, Peter Regitnig, Heimo Müller, Andreas Holzinger:
Towards a Better Understanding of the Workflows: Modeling Pathology Processes in View of Future AI Integration. AI and ML for Digital Pathology 2020: 102-117 - [p26]Sarni Suhaila Rahim, Vasile Palade, Andreas Holzinger:
Image Processing and Machine Learning Techniques for Diabetic Retinopathy Detection: A Review. AI and ML for Digital Pathology 2020: 136-154 - [p25]Shane O'Sullivan, Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger, Dan Shiebler, Pradip Moon, Claudio Angione:
Developments in AI and Machine Learning for Neuroimaging. AI and ML for Digital Pathology 2020: 307-320 - [p24]Sarni Suhaila Rahim, Vasile Palade, Ibrahim Almakky, Andreas Holzinger:
Fuzzy Image Processing and Deep Learning for Microaneurysms Detection. AI and ML for Digital Pathology 2020: 321-339 - [e53]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - 4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, Dublin, Ireland, August 25-28, 2020, Proceedings. Lecture Notes in Computer Science 12279, Springer 2020, ISBN 978-3-030-57320-1 [contents] - [e52]Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert, Larry L. Constantine:
Proceedings of the 4th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2020, Budapest, Hungary, November 5-6, 2020. SCITEPRESS 2020, ISBN 978-989-758-480-0 [contents] - [e51]Daniel Kottke, Georg Krempl, Vincent Lemaire, Andreas Holzinger, Adrian Calma:
Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2020), Ghent, Belgium, September 14th, 2020. CEUR Workshop Proceedings 2660, CEUR-WS.org 2020 [contents] - [e50]