AWhat changed
Derived adaptive boosting without advance weak-learner performance knowledge in a general decision-theoretic framework.
Scientific scope
The record is the 1997 Journal of Computer and System Sciences article. Its 1995 extended abstract, Schapire’s earlier boosting result, later margin explanations, gradient boosting and XGBoost remain separate.
Evidence
The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the 1997 Journal of Computer and System Sciences article. Its 1995 extended abstract, Schapire’s earlier boosting result, later margin explanations, gradient boosting and XGBoost remain separate.
Contributors
- Yoav Freund · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Robert E. Schapire · SCIENCE: Named source author of the scoped work; individual effort shares are not measured.
- Journal article introducing decision-theoretic AdaBoost
- Robert Schapire publication list and author copy
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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