Measures of complexity = festschrift...
Vovk, Vladimir.

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  • Measures of complexity = festschrift for Alexey Chervonenkis /
  • 紀錄類型: 書目-電子資源 : Monograph/item
    正題名/作者: Measures of complexity/ edited by Vladimir Vovk, Harris Papadopoulos, Alexander Gammerman.
    其他題名: festschrift for Alexey Chervonenkis /
    其他作者: Vovk, Vladimir.
    出版者: Cham :Springer International Publishing : : 2015.,
    面頁冊數: xxxi, 399 p. :ill., digital ;24 cm.
    內容註: Chervonenkis's Recollections -- A Paper That Created Three New Fields -- On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities -- Sketched History: VC Combinatorics, 1826 up to 1975 -- Institute of Control Sciences through the Lens of VC Dimension -- VC Dimension, Fat-Shattering Dimension, Rademacher Averages, and Their Applications -- Around Kolmogorov Complexity: Basic Notions and Results -- Predictive Complexity for Games with Finite Outcome Spaces -- Making Vapnik-Chervonenkis Bounds Accurate -- Comment: Transductive PAC-Bayes Bounds Seen as a Generalization of Vapnik-Chervonenkis Bounds -- Comment: The Two Styles of VC Bounds -- Rejoinder: Making VC Bounds Accurate -- Measures of Complexity in the Theory of Machine Learning -- Classes of Functions Related to VC Properties -- On Martingale Extensions of Vapnik-Chervonenkis -- Theory with Applications to Online Learning -- Measuring the Capacity of Sets of Functions in the Analysis of ERM -- Algorithmic Statistics Revisited -- Justifying Information-Geometric Causal Inference -- Interpretation of Black-Box Predictive Models -- PAC-Bayes Bounds for Supervised Classification -- Bounding Embeddings of VC Classes into Maximum Classes -- Algorithmic Statistics Revisited -- Justifying Information-Geometric Causal Inference -- Interpretation of Black-Box Predictive Models -- PAC-Bayes Bounds for Supervised Classification -- Bounding Embeddings of VC Classes into Maximum Classes -- Strongly Consistent Detection for Nonparametric Hypotheses -- On the Version Space Compression Set Size and Its Applications -- Lower Bounds for Sparse Coding -- Robust Algorithms via PAC-Bayes and Laplace Distributions -- Postscript: Tragic Death of Alexey Chervonenkis -- Credits -- Index.
    Contained By: Springer eBooks
    標題: Machine learning. -
    電子資源: http://dx.doi.org/10.1007/978-3-319-21852-6
    ISBN: 9783319218526
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W9274647 電子資源 11.線上閱覽_V 電子書 EB Q325.5 .M484 2015 一般使用(Normal) 在架 0
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