Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Author:

Rudin CynthiaORCID

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Computer Networks and Communications,Computer Vision and Pattern Recognition,Human-Computer Interaction,Software

Reference52 articles.

1. Wexler, R. When a computer program keeps you in jail: how computers are harming criminal justice. New York Times (13 June 2017); https://www.nytimes.com/2017/06/13/opinion/how-computers-are-harming-criminal-justice.html

2. McGough, M. How bad is Sacramento’s air, exactly? Google results appear at odds with reality, some say. Sacramento Bee (7 August 2018); https://www.sacbee.com/news/state/california/fires/article216227775.html

3. Varshney, K. R. & Alemzadeh, H. On the safety of machine learning: cyber-physical systems, decision sciences and data products. Big Data 10, 5 (2016).

4. Freitas, A. A. Comprehensible classification models: a position paper. ACM SIGKDD Explorations Newsletter 15, 1–10 (2014).

5. Kodratoff, Y. The comprehensibility manifesto. KDD Nugget Newsletter https://www.kdnuggets.com/news/94/n9.txt (1994).

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