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Statistical learning: Stability is sufficient for generalization and necessary and sufficient for consistency of empirical risk minimization

机译：统计学习：稳定性足以推广，对于经验风险最小化的一致性是必要和充分的

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Sayan Mukherjee; Partha Niyogi; Tomaso Poggio; Ryan Rifkin;
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年度 2002
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1. Learning theory: stability is sufficient for generalization and necessary and sufficient for consistency of empirical risk minimization [J] . Sayan Mukherjee, Partha Niyogi, Tomaso Poggio, Advances in computational mathematics . 2006,第1a3期

机译：学习理论：稳定性足以泛化，而足以保证经验风险最小化
2. TREVOR HASTIE, ROBERT TIBSHIRANI, AND MARTIN WAINWRIGHT . Statistical Learning with Sparsity: The Lasso and Generalizations . Boca Raton : CRC Press . TREVOR HASTIE, ROBERT TIBSHIRANI, AND MARTIN WAINWRIGHT TREVOR HASTIE, ROBERT TIBSHIRANI, AND MARTIN WAINWRIGHT . Statistical Learning with Sparsity: The Lasso and Generalizations Statistical Learning with Sparsity: The Lasso and Generalizations . Boca Raton Boca Raton : CRC Press CRC Press . [J] . Kondofersky Ivan, Theis Fabian J. Biometrics: Journal of the Biometric Society : An International Society Devoted to the Mathematical and Statistical Aspects of Biology . 2018,第2期

机译：Trevor Hastie，Robert Tibshirani和Martin Wainwright。统计学习稀疏性：套索和概括。 Boca Raton：CRC压力机。 Trevor Hastie，Robert Tibshirani和Martin Wainwright Trevor Hastie，Robert Tibshirani和Martin Wainwright。统计学习与稀疏性：套索与稀疏性统计学习：套索和概括。 Boca Raton Boca Raton：CRC按CRC压力机。
3. TREVOR HASTIE, ROBERT TIBSHIRANI, AND MARTIN WAINWRIGHT . Statistical Learning with Sparsity: The Lasso and Generalizations . Boca Raton : CRC Press . TREVOR HASTIE, ROBERT TIBSHIRANI, AND MARTIN WAINWRIGHT TREVOR HASTIE, ROBERT TIBSHIRANI, AND MARTIN WAINWRIGHT . Statistical Learning with Sparsity: The Lasso and Generalizations Statistical Learning with Sparsity: The Lasso and Generalizations . Boca Raton Boca Raton : CRC Press CRC Press . [J] . Kondofersky Ivan, Theis Fabian J. Biometrics: Journal of the Biometric Society : An International Society Devoted to the Mathematical and Statistical Aspects of Biology . 2018,第2期

机译：Trevor Hastie，Robert Tibshirani和Martin Wainwright。统计学习与稀疏性：套索和概括。 Boca Raton：CRC压力机。 Trevor Hastie，Robert Tibshirani和Martin Wainwright Trevor Hastie，Robert Tibshirani和Martin Wainwright。统计学习与稀疏性：套索与稀疏性统计学习：套索和概括。 Boca Raton Boca Raton：CRC按CRC压力机。
4. A necessary and sufficient stability notion for adaptive generalization [C] . Katrina Ligett, Moshe Shenfeld Conference on Neural Information Processing Systems . 2020

机译：适应泛化的必要和充分的稳定性概念
5. Sufficient conditions and higher order regularity for local minimizers in calculus of variations. [D] . Bitew, Worku T. 2008

机译：变量微积分中局部极小值的充分条件和高阶正则性。
6. A Framework for Learning from Distributed Data Using Sufficient Statistics and its Application to Learning Decision Trees [O] . Doina Caragea, Adrian Silvescu, Vasant Honavar -1

机译：利用足够的统计数据从分布式数据中学习的框架及其在学习决策树中的应用
7. On a generalization of Synge’s criterion for sufficient stability of plane parallel flows [O] . S. I. Pai 1954

机译：关于Synge的概括标准的足够稳定性的平面平行流
8. Statistical Learning: Stability is Sufficient for Generalization and Necessary and Sufficient for Consistency of Empirical Risk Minimization [R] . Mukherjee, S. , Niyogi, P. , Poggio, T. , 2004

机译：统计学习：稳定性对于泛化是充分的，对于经验风险最小化的一致性是必要和充分的

Statistical learning: Stability is sufficient for generalization and necessary and sufficient for consistency of empirical risk minimization

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