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This article is cited in 1 scientific paper (total in 1 paper)
Bracketing Entropy and VC-Dimension
Yu. V. Malykhin Steklov Mathematical Institute of the Russian Academy of Sciences
Abstract:
We study the relationship between two characteristics of functional classes, pseudodimension and bracketing entropy. (Pseudodimension is a generalization of VC-dimension to classes of functions. Bracket entropy characterizes the $L_1$-error of one-sided approximation of a class by finite sets.) It is shown that classes of continuous functions with finite pseudodimension possess a finite bracketing $\varepsilon$-entropy for any $\varepsilon>0$. We establish a general result concerning the relationship between the VC-dimension of classes of sets and their bracketing entropy.
Keywords:
bracketing entropy, pseudodimension, VC-dimension, measurable function, bracketing compactness of sets, random variable, probability space.
Received: 18.11.2010
Citation:
Yu. V. Malykhin, “Bracketing Entropy and VC-Dimension”, Mat. Zametki, 91:6 (2012), 853–860; Math. Notes, 91:6 (2012), 800–807
Linking options:
https://www.mathnet.ru/eng/mzm9388https://doi.org/10.4213/mzm9388 https://www.mathnet.ru/eng/mzm/v91/i6/p853
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Abstract page: | 636 | Full-text PDF : | 192 | References: | 81 | First page: | 25 |
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