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  • 大小: 29.82MB
    文件類型: .pdf
    金幣: 1
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    發布日期: 2023-06-28
  • 語言: 其他
  • 標簽: 統計學習??

資源簡介

Statistical Learning Theory 作者:Vladimir N. Vapnik (都知道SVM吧?) A comprehensive look at learning and generalization theory. The statistical theory of learning and generalization concerns the problem of choosing desired functions on the basis of empirical data. Highly applicable to a variety of computer science and robotics fields, this book offers lucid coverage of the theory as a whole. Presenting a method for determining the necessary and sufficient conditions for consistency of learning process, the author covers function estimates from small data pools, applying these estimations to real-life problems, and much more.

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