Heimo Müller

Publication Activity (10 Years)

Years Active: 1999-2024
Publications (10 Years): 40

Top Topics

Biomedical Data

Artificial Intelligence

Decision Making

Concept Learning

Top Venues

Publications

Robert Harb, Thomas Pock, Heimo Müller
Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale. WACV (2024)
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 (2024)
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)
Jianlong Zhou, Heimo Müller, Andreas Holzinger, Fang Chen
Ethical ChatGPT: Concerns, Challenges, and Commandments. CoRR (2023)
Robert Harb, Thomas Pock, Heimo Müller
Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale. CoRR (2023)
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)
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) (2023)
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) (2022)
Andreas Holzinger, Michaela Kargl, Bettina Kipperer, Peter Regitnig, Markus Plass, Heimo Müller
Personas for Artificial Intelligence (AI) an Open Source Toolbox. IEEE Access 10 (2022)
Francesca Frexia, Cecilia Mascia, Rudolf Wittner, Markus Plass, Heimo Müller, Jörg Geiger, Petr Holub
The Common Provenance Model: Capturing Distributed Provenance in Life Sciences Processes. MIE (2022)
André Homeyer, Christian Geißler, Lars Ole Schwen, Falk Zakrzewski, Theodore Evans, Klaus Strohmenger, Max Westphal, Roman David Bülow, Michaela Kargl, Aray Karjauv, Isidre Munné-Bertran, Carl Orge Retzlaff, Adrià Romero-López, Tomasz Soltysinski, Markus Plass, Rita Carvalho, Peter Steinbach, Yu-Chia Lan, Nassim Bouteldja, David Haber, Mateo Rojas-Carulla, Alireza Vafaei Sadr, Matthias Kraft, Daniel Krüger, Rutger Fick, Tobias Lang, Peter Boor, Heimo Müller, Peter Hufnagl, Norman Zerbe
Recommendations on test datasets for evaluating AI solutions in pathology. CoRR (2022)
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 (2022)
Heimo Müller, Andreas Holzinger
Kandinsky Patterns. Artif. Intell. 300 (2021)
Heimo Müller, Michaela Theresia Mayrhofer, Evert-Ben van Veen, Andreas Holzinger
The Ten Commandments of Ethical Medical AI. Computer 54 (7) (2021)
Athos Antoniades, Maria Papaioannou, Apostolos Malatras, Gregory Papagregoriou, Heimo Müller, Petr Holub, Constantinos Deltas, Christos N. Schizas
Integration of Biobanks in National eHealth Ecosystems Facilitating Long-Term Longitudinal Clinical-Omics Studies and Citizens' Engagement in Research Through eHealthBioR. Frontiers Digit. Health 3 (2021)
Andreas Holzinger, Anna Saranti, Heimo Müller
KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence. CoRR (2021)
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 (2021)
Andreas Holzinger, Heimo Müller
Toward Human-AI Interfaces to Support Explainability and Causability in Medical AI. Computer 54 (10) (2021)
Ellery Wulczyn, David F. Steiner, Melissa Moran, Markus Plass, Robert Reihs, Fraser Tan, Isabelle Flament-Auvigne, Trissia Brown, Peter Regitnig, Po-Hsuan Cameron Chen, Narayan Hegde, Apaar Sadhwani, Robert MacDonald, Benny Ayalew, Gregory S. Corrado, Lily H. Peng, Daniel Tse, Heimo Müller, Zhaoyang Xu, Yun Liu, Martin C. Stumpe, Kurt Zatloukal, Craig H. Mermel
Interpretable survival prediction for colorectal cancer using deep learning. npj Digit. Medicine 4 (2021)
Rudolf Wittner, Petr Holub, Heimo Müller, Joerg Geiger, Carole A. Goble, Stian Soiland-Reyes, Luca Pireddu, Francesca Frexia, Cecilia Mascia, Elliot Fairweather, Jason R. Swedlow, Josh Moore, Caterina Strambio-De-Castillia, David Grunwald, Hiroki Nakae
ISO 23494: Biotechnology - Provenance Information Model for Biological Specimen And Data. IPAW (2021)
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)
Andreas Holzinger, André M. Carrington, Heimo Müller
Measuring the Quality of Explanations: The System Causability Scale (SCS). Künstliche Intell. 34 (2) (2020)
Markus Plass, Philipp Faulhammer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller
Reconstruct and Visualise Hierarchical Relationships in Whole Slide Images. IV (2020)
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)
Ellery Wulczyn, Kunal Nagpal, Matthew Symonds, Melissa Moran, Markus Plass, Robert Reihs, Farah Nader, Fraser Tan, Yuannan Cai, Trissia Brown, Isabelle Flament-Auvigne, Mahul B. Amin, Martin C. Stumpe, Heimo Müller, Peter Regitnig, Andreas Holzinger, Gregory S. Corrado, Lily H. Peng, Po-Hsuan Cameron Chen, David F. Steiner, Kurt Zatloukal, Yun Liu, Craig H. Mermel
Predicting Prostate Cancer-Specific Mortality with A.I.-based Gleason Grading. CoRR (2020)
Ellery Wulczyn, David F. Steiner, Melissa Moran, Markus Plass, Robert Reihs, Fraser Tan, Isabelle Flament-Auvigne, Trissia Brown, Peter Regitnig, Po-Hsuan Cameron Chen, Narayan Hegde, Apaar Sadhwani, Robert MacDonald, Benny Ayalew, Gregory S. Corrado, Lily H. Peng, Daniel Tse, Heimo Müller, Zhaoyang Xu, Yun Liu, Martin C. Stumpe, Kurt Zatloukal, Craig H. Mermel
Interpretable Survival Prediction for Colorectal Cancer using Deep Learning. CoRR (2020)
Andreas Holzinger, Heimo Müller
Verbinden von Natürlicher und Künstlicher Intelligenz: eine experimentelle Testumgebung für Explainable AI (xAI). HMD Prax. Wirtsch. 57 (1) (2020)
Andreas Holzinger, Peter Kieseberg, Heimo Müller
KANDINSKY Patterns: A Swiss-Knife for the Study of Explainable AI. ERCIM News 2020 (120) (2020)
Heimo Müller, Peter Regitnig, Peter Ferschin, Anna Saranti, Andreas Holzinger
Classification and Visualization of Patterns in Medical Images. IV (2020)
Robert Reihs, Birgit Pohn, Kurt Zatloukal, Andreas Holzinger, Heimo Müller
NLP for the Generation of Training Data Sets for Ontology-Guided Weakly-Supervised Machine Learning in Digital Pathology. ISCC (2019)
Birgit Pohn, Marie-Christina Mayer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller
Visualization of Histopathological Decision Making Using a Roadbook Metaphor. IV (1) (2019)
Andreas Holzinger, André M. Carrington, Heimo Müller
Measuring the Quality of Explanations: The System Causability Scale (SCS). Comparing Human and Machine Explanations. CoRR (2019)
Birgit Pohn, Michaela Kargl, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller
Towards a Deeper Understanding of How a Pathologist Makes a Diagnosis: Visualization of the Diagnostic Process in Histopathology. ISCC (2019)
Andreas Holzinger, Georg Langs, Helmut Denk, Kurt Zatloukal, Heimo Müller
Causability and explainability of artificial intelligence in medicine. WIREs Data Mining Knowl. Discov. 9 (4) (2019)
Heimo Müller, Martina Lang, Bernhard Wieser, Robert Reihs, Birgit Pohn, Andreas Holzinger, Kurt Zatloukal
Acceptance of Virtual Health Avatars. ICSSA (2019)
Heimo Müller, Andreas Holzinger
Kandinsky Patterns. CoRR (2019)
Heimo Müller
Kandinsky Patterns. KDIR (2019)
Andreas Holzinger, Michael D. Kickmeier-Rust, Heimo Müller
KANDINSKY Patterns as IQ-Test for Machine Learning. CD-MAKE (2019)
Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs, Kurt Zatloukal
Towards the Augmented Pathologist: Challenges of Explainable-AI in Digital Pathology. CoRR (2017)
Heimo Müller, Robert Reihs, Andreas E. Posch, A. Kremer, D. Ulrich, Kurt Zatloukal
Data Driven GUI Design and Visualization for a NGS Based Clinical Decision Support System. IV (2016)
Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs, Kurt Zatloukal
Machine Learning and Knowledge Extraction in Digital Pathology Needs an Integrative Approach. BIRS-IMLKE (2015)
Heimo Müller, Robert Reihs, Kurt Zatloukal, Andreas Holzinger
Analysis of biomedical data with multilevel glyphs. BMC Bioinform. 15 (S-6) (2014)
Hermann A. Maurer, Heimo Müller
Can the Web turn into a digital library? Int. J. Digit. Libr. 13 (2) (2013)
Heimo Müller, Hermann A. Maurer, Robert Reihs, Stefan Sauer, Kurt Zatloukal
Adaptive Visual Symbols for Personal Health Records. IV (2011)
Heimo Müller, Hermann A. Maurer
How to carry over historic books into social networks. BooksOnline (2011)
Hans Lehrach, Ralf Sudbrak, Peter Boyle, Markus Pasterk, Kurt Zatloukal, Heimo Müller, Tim Hubbard, Angela Brand, Mark A. Girolami, Daniel Jameson, Frank J. Bruggeman, Hans V. Westerhoff
ITFoM - The IT Future of Medicine. FET (2011)
Heimo Müller, Stefan Sauer, Kurt Zatloukal, Thomas Bauernhofer
Interactive Patient Records. IV (2010)
Heimo Müller, Robert Reihs, Stefan Sauer, Kurt Zatloukal, Marc Streit, Alexander Lex, Bernhard Schlegl, Dieter Schmalstieg
Connecting Genes with Diseases. IV (2009)
Heimo Müller, Fritz Wiesinger
Modelling "user understanding" in simple communication tasks. CAI (2006)
Heimo Müller, Ed Tan
Movie Maps. IV (1999)
Herwig Rehatschek, Heimo Müller
A Generic Annotation Model for Video Databases. VISUAL (1999)