Search results for “number-theory”
29 results
CMI 2000, The Millennium Prize Problems
2026Problem sheet
The Millennium Meeting, Paris, 24 May 2000, at which the seven problems were announced.
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Sharpness Estimation of Combinatorial Generalization Ability Bounds for Threshold Decision Rules
2021Journal articleSh. Kh. Ishkina, K. V. Vorontsov
Automation and Remote Control
This article is devoted to the problem of calculating an exact upper bound for the functionals of the generalization ability of a family of one-dimensional threshold decision rules. An algorithm is investigated that solves the stated problem and is polynomial in the total number of samples used for training and validation and in the number of training samples. A theorem is proved for calculating an estimate for the functional of expected overfitting and an estimate for the error rate of the method for minimizing empirical risk on a validation set. The exact bounds calculated using the theorem are compared with the previously known quick-to-compute upper bounds so as to estimate the orders of overestimation of the bounds and to identify the bounds that could be used in real problems.
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