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

2019 Nature Machine Intelligence 7,343 citations

Keywords

Black boxHarmComputer scienceKey (lock)Criminal justiceArtificial intelligenceEconomic JusticeMachine learningData scienceCriminologyPsychologyComputer securityPolitical scienceSocial psychologyLaw

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Publication Info

Year
2019
Type
article
Volume
1
Issue
5
Pages
206-215
Citations
7343
Access
Closed

Social Impact

Social media, news, blog, policy document mentions

Citation Metrics

7343
OpenAlex
398
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Cite This

Cynthia Rudin (2019). Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead. Nature Machine Intelligence , 1 (5) , 206-215. https://doi.org/10.1038/s42256-019-0048-x

Identifiers

DOI
10.1038/s42256-019-0048-x
PMID
35603010
PMCID
PMC9122117

Data Quality

Data completeness: 68%