Improving understandability of feature contributions in model-agnostic explainable AI tools

Author:

Hadash Sophia1,Willemsen Martijn C.1,Snijders Chris2,IJsselsteijn Wijnand A.2

Affiliation:

1. Jheronimus Academy of Data Science, Netherlands and Human-Technology Interaction, Eindhoven University of Technology, Netherlands

2. Human Technology Interaction, Eindhoven University of Technology, Netherlands

Publisher

ACM

Reference33 articles.

1. Interpretable Machine Learning Tools: A Survey. 2020 IEEE Symposium Series on Computational Intelligence;Agarwal Namita;SSCI,2020

2. H Ahrens . 1988 . Stigler, Stephen M.: The History of Statistics. The Measurement of Uncertainty before 1900. The Belknap Press of Harvard University , Cambridge, Mass ., & London 1986; XVI, 410 S. Biometrical Journal 30, 5 (1988), 631–632. https://doi.org/10.1002/bimj.4710300527 H Ahrens. 1988. Stigler, Stephen M.: The History of Statistics. The Measurement of Uncertainty before 1900. The Belknap Press of Harvard University, Cambridge, Mass., & London 1986; XVI, 410 S. Biometrical Journal 30, 5 (1988), 631–632. https://doi.org/10.1002/bimj.4710300527

3. Vaishak Belle and Ioannis Papantonis . 2020. Principles and practice of explainable machine learning. arXiv ( 2020 ). arxiv:2009.11698 Vaishak Belle and Ioannis Papantonis. 2020. Principles and practice of explainable machine learning. arXiv (2020). arxiv:2009.11698

4. Adrian Brasoveanu , Megan Moodie , and Rakshit Agrawal . 2020 . Textual evidence for the perfunctoriness of independent medical reviews . CEUR Workshop Proceedings 2657 (2020), 1–9. https://doi.org/10.1145/nnnnnnn.nnnnnnn Adrian Brasoveanu, Megan Moodie, and Rakshit Agrawal. 2020. Textual evidence for the perfunctoriness of independent medical reviews. CEUR Workshop Proceedings 2657 (2020), 1–9. https://doi.org/10.1145/nnnnnnn.nnnnnnn

5. Intelligible Models for HealthCare

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