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Generalization and Informativeness of Conformal Prediction
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由 M Zecchin 著作2024被引用 5 次 — In this work, a theoretical connection is established between the generalization properties of the base predictor and the informativeness of the ...
有關 Generalization and Informativeness of Conformal Prediction. 的學術文章 | |
Generalization and informativeness of conformal … - Zecchin - 5 個引述 A tutorial on conformal prediction. - Shafer - 1298 個引述 Conformal prediction: A gentle introduction - Angelopoulos - 221 個引述 | |
Generalization and Informativeness of Conformal Prediction
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由 M Zecchin 著作2024被引用 5 次 — The goal of this work is to connect the generalization properties of the base predictor with the informativeness of the set predictions produced ...
Generalization and Informativeness of Conformal Prediction
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由 M Zecchin 著作2024被引用 5 次 — The goal of this work is to connect the generalization properties of the base predictor with the informativeness of the set predictions produced by CP. Fig. 1: ...
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Generalization and Informativeness of Conformal Prediction
King's College London
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King's College London
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2024年4月19日 — A more accurate base predictor, which generalizes better outside the training set, tends to produce more informative sets when CP is applied.
Generalization and Informativeness of Conformal Prediction
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This work uses PAC-Bayes theory to obtain generalization bounds on both the coverage and the efficiency of set-valued predictors which can be directly ...
Generalization and Informativeness of Conformal Prediction
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2024年7月6日 — In this work, a theoretical connection is established between the generalization properties of the base predictor and the informativeness of the ...
Generalization and Informativeness of Conformal Prediction
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2024年8月22日 — The presented approach follows a two-step procedure requiring two independent datasets on which we solve the optimization problem in (S31) ...
Fredrik Hellström
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Generalization and informativeness of conformal prediction. M Zecchin, S Park, O Simeone, F Hellström. arXiv preprint arXiv:2401.11810, 2024. 5, 2024.
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Generalization Bounds: Perspectives from Information Theory and PAC-Bayes · Generalization and Informativeness of Conformal Prediction · Comparing Comparators in ...
Category: conformal prediction
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2024年6月28日 — Generalization and Informativeness of Conformal Prediction CP offers a practical solution for generating certified “error bars”—certified ...