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

Classification and Regression Trees.

John Van Ryzin, Leo Breiman, Jerome H. Friedman et al. · Journal of the American Statistical Association · 1986 · 21K citations

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The magical number seven, plus or minus two: Some limits on our capacity for processing information.

George Miller · Psychological Review · 1956 · 17.5K citations

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The magical number seven, plus or minus two: Some limits on our capacity for processing information.

George Miller · Psychological Review · 1994 · 17.3K citations

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From Data Mining to Knowledge Discovery in Databases

1996 · 4.7K citations

Computing, Computer Science, Data Science +10

European Union Regulations on Algorithmic Decision Making and a “Right to Explanation”

Bryce Goodman, Seth Flaxman · AI Magazine · 2017 · 2.1K citations · Full text

Computing, Computer Science, Decision Sciences +17