Holzinger, Andreas

Causability and explainability of artificial intelligence in medicine

Holzinger, A., Langs, G., Denk, H., Zatloukal, K., & Müller, H. (2019) · WIREs Data Mining and Knowledge Discovery

Explainable Artificial Intelligence (XAI)Artificial Intelligence in Healthcare and Education

Cited by 1,885

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

Holzinger, A. (2016) · Brain Informatics

Machine Learning and AlgorithmsArtificial Intelligence in Healthcare and Education

Cited by 906

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

Holzinger, A., Biemann, C., Pattichis, C. S., & Kell, D. B. (2017) · arXiv

Explainable Artificial Intelligence (XAI)Artificial Intelligence in Healthcare and Education

Cited by 636

Evaluating the quality of machine learning explanations: a survey on methods and metrics

Zhou, J., Gandomi, A. H., Chen, F., & Holzinger, A. (2021) · Electronics

Explainable Artificial Intelligence (XAI)Software Testing and Debugging Techniques

Cited by 606

AI for life: Trends in artificial intelligence for biotechnology

Holzinger, A., Keiblinger, K., Holub, P., Zatloukal, K., & Müller, H. (2023) · New Biotechnology

Artificial Intelligence ApplicationsArtificial Intelligence in Healthcare and Education

Cited by 438

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

O'Sullivan, S., Nevejans, N., Allen, C., Blyth, A., Leonard, S., Pagallo, U., Holzinger, K., Holzinger, A., Sajid, M. I., & Ashrafian, H. (2019) · The International Journal of Medical Robotics and Computer Assisted Surgery

Digitalization, Law, and RegulationArtificial Intelligence in Healthcare and Education

Cited by 437

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

Holzinger, A., Carrington, A., & Müller, H. (2020) · KI - Künstliche Intelligenz

Explainable Artificial Intelligence (XAI)Usability and User Interface Design

Cited by 406

Towards multi-modal causability with graph neural networks enabling information fusion for explainable ai

Holzinger, A., Malle, B., Saranti, A., & Pfeifer, B. (2021) · Information Fusion

Explainable Artificial Intelligence (XAI)Multimodal Machine Learning Applications

Cited by 352

From Machine Learning to Explainable AI

Holzinger, A. (2018) · 2018 World Symposium on Digital Intelligence for Systems and Machines (DISA)

Explainable Artificial Intelligence (XAI)Logic, Reasoning, and Knowledge

Cited by 306

Explainable AI: The New 42?

Goebel, R., Chander, A., Holzinger, K., Lecue, F., Akata, Z., Stumpf, S., Kieseberg, P., & Holzinger, A. (2018) · Lecture Notes in Computer Science

Explainable Artificial Intelligence (XAI)Logic, Reasoning, and Knowledge

Cited by 259

On Some Aspects of Improving Mobile Applications for the Elderly

Holzinger, A., Searle, G., & Nischelwitzer, A. (2007) · Lecture Notes in Computer Science

Technology Use by Older AdultsUsability and User Interface Design

Cited by 196

Fairness and Explanation in AI-Informed Decision Making

Angerschmid, A., Zhou, J., Theuermann, K., Chen, F., & Holzinger, A. (2022) · Machine Learning and Knowledge Extraction

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 161

The explainability paradox: Challenges for xAI in digital pathology

Evans, T., Retzlaff, C. O., Geißler, C., Kargl, M., Plass, M., Müller, H., Kiehl, T.-R., Zerbe, N., & Holzinger, A. (2022) · Future Generation Computer Systems

Explainable Artificial Intelligence (XAI)Artificial Intelligence in Healthcare and Education

Cited by 135

On generating trustworthy counterfactual explanations

Del Ser, J., Barredo-Arrieta, A., Díaz-Rodríguez, N., Herrera, F., Saranti, A., & Holzinger, A. (2024) · Information Sciences

Explainable Artificial Intelligence (XAI)Adversarial Robustness in Machine Learning

Cited by 122

The Ten Commandments of Ethical Medical AI

Muller, H., Mayrhofer, M. T., Van Veen, E.-B., & Holzinger, A. (2021) · Computer

Artificial Intelligence in Healthcare and EducationEthics and Social Impacts of AI

Cited by 102

Medical artificial intelligence: the European legal perspective

Stöger, K., Schneeberger, D., & Holzinger, A. (2021) · Communications of the ACM

Digitalization, Law, and RegulationArtificial Intelligence in Healthcare and Education

Cited by 101

Explainability and causability in digital pathology

Plass, M., Kargl, M., Kiehl, T., Regitnig, P., Geißler, C., Evans, T., Zerbe, N., Carvalho, R., Holzinger, A., & Müller, H. (2023) · The Journal of Pathology Clinical Research

Explainable Artificial Intelligence (XAI)AI in cancer detection

Cited by 99

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

Cabitza, F., Campagner, A., Malgieri, G., Natali, C., Schneeberger, D., Stoeger, K., & Holzinger, A. (2023) · Expert Systems with Applications

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 89

Explainable AI and Multi-Modal Causability in Medicine

Holzinger, A. (2021) · i-com

Explainable Artificial Intelligence (XAI)Artificial Intelligence in Healthcare and Education

Cited by 87

The European Legal Framework for Medical AI

Schneeberger, D., Stöger, K., & Holzinger, A. (2020) · Lecture Notes in Computer Science

Digitalization, Law, and RegulationArtificial Intelligence in Healthcare and Education

Cited by 85

GNN-SubNet: disease subnetwork detection with explainable graph neural networks

Pfeifer, B., Saranti, A., & Holzinger, A. (2022) · Bioinformatics

Bioinformatics and Genomic NetworksComputational Drug Discovery Methods

Cited by 69

Kandinsky Patterns

Müller, H., & Holzinger, A. (2021) · Artificial Intelligence

Explainable Artificial Intelligence (XAI)Advanced Neural Network Applications

Cited by 30

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

Holzinger, A., Carrington, A., & Müller, H. (2019) · arXiv

Explainable Artificial Intelligence (XAI)Usability and User Interface Design

Cited by 11