Explainable AI (ex-AI)

Author:

Holzinger Andreas

Publisher

Springer Science and Business Media LLC

Subject

Computer Science Applications,Information Systems

Reference15 articles.

1. Bach S, Binder A, Montavon G, Klauschen F, Müller KR, Samek W (2015) On pixel-wise explanations for non-linear classifier decisions by layer-wise relevance propagation. Plos One 10(7):e0130140, doi:10.1371/journal.pone.0130140

2. Caruana R, Lou Y, Gehrke J, Koch P, Sturm M, Elhadad N (2015) Intelligible Models for Healthcare: Predicting Pneumonia Risk and Hospital 30-Day Readmission. In: 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD ’15), Sydney, 2015. ACM, doi:10.1145/2783258.2788613, pp 1721–1730

3. Girardi D, Küng J, Holzinger A (2015) A Domain-Expert Centered Process Model for Knowledge Discovery in Medical Research: Putting the Expert-in-the-Loop. In: Guo Y, Friston K, Aldo F, Hill S, Peng H (eds) Brain Informatics and Health, Lecture Notes in Computer Science LNCS 9250. Springer, Cham Heidelberg Berlin London Dordrecht New York, pp 389–398

4. Holzinger K, Mak K, Kieseberg P, Holzinger A (2018) Can we trust Machine Learning Results? Artificial Intelligence in safety-critical Decision Support. ERCIM News 112(1):42–43

5. Holzinger A, Plass M, Holzinger K, Crisan GC, Pintea CM, Palade V (2017) A Glass-Box Interactive Machine Learning Approach for Solving NP-hard Problems With The Human-in-the-Loop. arXiv:1708.01104

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