Statistical Modeling¶
Breiman, L. (2001). Statistical Modeling: The Two Cultures. Statistical Science, 16(3), 199-231.
Cited by¶
1 citation across 1 artifact.
Each citation links to the sentence it supports in the citing article.
Primes¶
- Rashomon Effect
- In machine-learning interpretability, many models with very different internal logics achieve nearly identical accuracy on the same data, so the data does not privilege one explanation, and claims about "what the model learned" are licensed only at the level of the near-optimal-model set.
This sourceIntroduces the 'Rashomon' multiplicity: many models of very different form achieve near-identical accuracy on the same data, so the data does not privilege one explanation.
- In machine-learning interpretability, many models with very different internal logics achieve nearly identical accuracy on the same data, so the data does not privilege one explanation, and claims about "what the model learned" are licensed only at the level of the near-optimal-model set.
Verification¶
Does it exist? Confirmed. This work's DOI resolves to a registered record, which fixes its identity. That is all it fixes.
Does it back the claim? Not recorded. The single citation of this work carries no recorded support check.
Support is checked per citation rather than per work — the same source can be cited soundly in one article and wrongly in another. Per-citation recording began recently, so a citation with no recorded check is a gap in the record rather than evidence it went unchecked.
See how references were verified.
Registry ID ref:f2bb057c7b73 · see in the full table