Heimo Müller

According to our database, Heimo Müller authored at least 54 papers between 1991 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

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

Carl Orge Retzlaff, Alessa Angerschmid, Anna Saranti, David Schneeberger, Richard Röttger, Heimo Müller, Andreas Holzinger

Cogn. Syst. Res., 2024

Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale.

Robert Harb, Thomas Pock, Heimo Müller

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

2023

Toward human-level concept learning: Pattern benchmarking for AI algorithms.

Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Bettina Finzel, Ute Schmid, Heimo Müller

Patterns, August, 2023

Ethical ChatGPT: Concerns, Challenges, and Commandments.

Jianlong Zhou, Heimo Müller, Andreas Holzinger, Fang Chen

CoRR, 2023

The Tower of Babel in Explainable Artificial Intelligence (XAI).

David Schneeberger, Richard Röttger, Federico Cabitza, Andrea Campagner, Markus Plass, Heimo Müller, Andreas Holzinger

Proceedings of the Machine Learning and Knowledge Extraction, 2023

Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning.

Andreas Holzinger, Anna Saranti, Anne-Christin Hauschild, Jacqueline Michelle Beinecke, Dominik Heider, Richard Röttger, Heimo Müller, Jan Baumbach, Bastian Pfeifer

Proceedings of the Machine Learning and Knowledge Extraction, 2023

2022

The explainability paradox: Challenges for xAI in digital pathology.

Theodore Evans, Carl Orge Retzlaff, Christian Geißler, Michaela Kargl, Markus Plass, Heimo Müller, Tim-Rasmus Kiehl, Norman Zerbe, Andreas Holzinger

Future Gener. Comput. Syst., 2022

Recommendations on test datasets for evaluating AI solutions in pathology.

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

CoRR, 2022

Understanding and Explaining Diagnostic Paths: Toward Augmented Decision Making.

Markus Plass, Michaela Kargl, Patrick Nitsche, Emilian Jungwirth, Andreas Holzinger, Heimo Müller

IEEE Computer Graphics and Applications, 2022

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

Andreas Holzinger, Michaela Kargl, Bettina Kipperer, Peter Regitnig, Markus Plass, Heimo Müller

IEEE Access, 2022

The Common Provenance Model: Capturing Distributed Provenance in Life Sciences Processes.

Francesca Frexia, Cecilia Mascia, Rudolf Wittner, Markus Plass, Heimo Müller, Jörg Geiger, Petr Holub

Proceedings of the Challenges of Trustable AI and Added-Value on Health, 2022

2021

Interpretable survival prediction for colorectal cancer using deep learning.

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

npj Digit. Medicine, 2021

Integration of Biobanks in National eHealth Ecosystems Facilitating Long-Term Longitudinal Clinical-Omics Studies and Citizens' Engagement in Research Through eHealthBioR.

Athos Antoniades, Maria Papaioannou, Apostolos Malatras, Gregory Papagregoriou, Heimo Müller, Petr Holub, Constantinos Deltas, Christos N. Schizas

Frontiers Digit. Health, 2021

The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond.

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

CoRR, 2021

KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence.

Andreas Holzinger, Anna Saranti, Heimo Müller

CoRR, 2021

The Ten Commandments of Ethical Medical AI.

Heimo Müller, Michaela Theresia Mayrhofer, Evert-Ben van Veen, Andreas Holzinger

Computer, 2021

Toward Human-AI Interfaces to Support Explainability and Causability in Medical AI.

Andreas Holzinger, Heimo Müller

Computer, 2021

Kandinsky Patterns.

Heimo Müller, Andreas Holzinger

Artif. Intell., 2021

ISO 23494: Biotechnology - Provenance Information Model for Biological Specimen And Data.

Rudolf Wittner, Petr Holub, Heimo Müller, Jörg 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

Proceedings of the Provenance and Annotation of Data and Processes, 2021

2020

Expectations of Artificial Intelligence for Pathology.

Peter Regitnig, Heimo Müller, Andreas Holzinger

AI and ML for Digital Pathology, 2020

Towards a Better Understanding of the Workflows: Modeling Pathology Processes in View of Future AI Integration.

Michaela Kargl, Peter Regitnig, Heimo Müller, Andreas Holzinger

AI and ML for Digital Pathology, 2020

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

Andreas Holzinger, André M. Carrington, Heimo Müller

Künstliche Intell., 2020

Verbinden von Natürlicher und Künstlicher Intelligenz: eine experimentelle Testumgebung für Explainable AI (xAI).

Andreas Holzinger, Heimo Müller

HMD Prax. Wirtsch., 2020

KANDINSKY Patterns: A Swiss-Knife for the Study of Explainable AI.

Andreas Holzinger, Peter Kieseberg, Heimo Müller

ERCIM News, 2020

Predicting Prostate Cancer-Specific Mortality with A.I.-based Gleason Grading.

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

CoRR, 2020

Visualization of Decision Making in Digital Pathology as Educational Tool.

Birgit Pohn, Farah Nader, Marie-Christina Mayer, Robert Reihs, Helmut Denk, Andreas Holzinger, Kurt Zatloukal, Heimo Müller

Proceedings of the 24th International Conference on Information Visualisation, 2020

Reconstruct and Visualise Hierarchical Relationships in Whole Slide Images.

Markus Plass, Philipp Faulhammer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller

Proceedings of the 24th International Conference on Information Visualisation, 2020

Classification and Visualization of Patterns in Medical Images.

Heimo Müller, Peter Regitnig, Peter Ferschin, Anna Saranti, Andreas Holzinger

Proceedings of the 24th International Conference on Information Visualisation, 2020

Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches.

Anna Saranti, Simon Streit, Heimo Müller, Deepika Singh, Andreas Holzinger

Proceedings of the Intelligent Systems in Industrial Applications, 2020

2019

Causability and explainability of artificial intelligence in medicine.

Andreas Holzinger, Georg Langs, Helmut Denk, Kurt Zatloukal, Heimo Müller

WIREs Data Mining Knowl. Discov., 2019

Measuring the Quality of Explanations: The System Causability Scale (SCS). Comparing Human and Machine Explanations.

Andreas Holzinger, André M. Carrington, Heimo Müller

CoRR, 2019

Visualization of Histopathological Decision Making Using a Roadbook Metaphor.

Birgit Pohn, Marie-Christina Mayer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller

Proceedings of the 23rd International Conference on Information Visualisation, 2019

NLP for the Generation of Training Data Sets for Ontology-Guided Weakly-Supervised Machine Learning in Digital Pathology.

Robert Reihs, Birgit Pohn, Kurt Zatloukal, Andreas Holzinger, Heimo Müller

Proceedings of the 2019 IEEE Symposium on Computers and Communications, 2019

Towards a Deeper Understanding of How a Pathologist Makes a Diagnosis: Visualization of the Diagnostic Process in Histopathology.

Birgit Pohn, Michaela Kargl, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller

Proceedings of the 2019 IEEE Symposium on Computers and Communications, 2019

Acceptance of Virtual Health Avatars.

Heimo Müller, Martina Lang, Bernhard Wieser, Robert Reihs, Birgit Pohn, Andreas Holzinger, Kurt Zatloukal

Proceedings of the International Conference on Software Security and Assurance, 2019

Kandinsky Patterns.

Heimo Müller

Proceedings of the 11th International Joint Conference on Knowledge Discovery, 2019

KANDINSKY Patterns as IQ-Test for Machine Learning.

Andreas Holzinger, Michael D. Kickmeier-Rust, Heimo Müller

Proceedings of the Machine Learning and Knowledge Extraction, 2019

2017

Towards the Augmented Pathologist: Challenges of Explainable-AI in Digital Pathology.

Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs, Kurt Zatloukal

CoRR, 2017

2016

Data Driven GUI Design and Visualization for a NGS Based Clinical Decision Support System.

Heimo Müller, Robert Reihs, Andreas E. Posch, Andreas Kremer, Doris Ulrich, Kurt Zatloukal

Proceedings of the 20th International Conference Information Visualisation, 2016

2015

State-of-the-Art and Future Challenges in the Integration of Biobank Catalogues.

Heimo Müller, Robert Reihs, Kurt Zatloukal, Fleur Jeanquartier, Roxana Merino-Martinez, David van Enckevort, Morris A. Swertz, Andreas Holzinger

Proceedings of the Smart Health - Open Problems and Future Challenges, 2015

Machine Learning and Knowledge Extraction in Digital Pathology Needs an Integrative Approach.

Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs, Kurt Zatloukal

Proceedings of the Towards Integrative Machine Learning and Knowledge Extraction, 2015

2014

Analysis of biomedical data with multilevel glyphs.

Heimo Müller, Robert Reihs, Kurt Zatloukal, Andreas Holzinger

BMC Bioinform., 2014

2013

Can the Web turn into a digital library?

Hermann A. Maurer, Heimo Müller

Int. J. Digit. Libr., 2013

2011

ITFoM - The IT Future of Medicine.

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

Proceedings of the 2nd European Future Technologies Conference and Exhibition, 2011

Adaptive Visual Symbols for Personal Health Records.

Heimo Müller, Hermann A. Maurer, Robert Reihs, Stefan Sauer, Kurt Zatloukal

Proceedings of the 15th International Conference on Information Visualisation, 2011

How to carry over historic books into social networks.

Heimo Müller, Hermann A. Maurer

Proceedings of the 4th ACM Workshop on Online books, 2011

2010

Interactive Patient Records.

Heimo Müller, Stefan Sauer, Kurt Zatloukal, Thomas Bauernhofer

Proceedings of the 14th International Conference on Information Visualisation, 2010

2009

Connecting Genes with Diseases.

Heimo Müller, Robert Reihs, Stefan Sauer, Kurt Zatloukal, Marc Streit, Alexander Lex, Bernhard Schlegl, Dieter Schmalstieg

Proceedings of the 13th International Conference on Information Visualisation, 2009

2006

Modelling "user understanding" in simple communication tasks.

Heimo Müller, Fritz Wiesinger

Proceedings of the 2006 AVI Workshop on Context in advanced interfaces, 2006

1999

A Generic Annotation Model for Video Databases.

Herwig Rehatschek, Heimo Müller

Proceedings of the Visual Information and Information Systems, 1999

Movie Maps.

Heimo Müller, Ed Tan

Proceedings of the International Conference on Information Visualisation, 1999

1993

ASN.1 Based Exchange of Graphical and Application Specific Data.

Heimo Müller-Seelich, H. Mayer, Behnam Tabatabi

Proceedings of the Interfaces in Industrial Systems for Production Engineering, 1993

1991

Animation of Landscapes Using Satellite Imagery.

Barbara Geymayer, Manfred Prantl, Heimo Müller-Seelich, Behnam Tabatabai

Proceedings of the 12th European Computer Graphics Conference and Exhibition, 1991

MOVE-X: A System for Combining Video Films and Computer Animation.

Gerhard Ertl, Heimo Müller-Seelich, Behnam Tabatabai

Proceedings of the 12th European Computer Graphics Conference and Exhibition, 1991