Algebraic Geometry and Statistical Learning Theory (Hardcover)

Sumio Watanabe

  • 出版商: Cambridge University Press
  • 出版日期: 2009-09-28
  • 售價: $2,953
  • 貴賓價: 9.5$2,805
  • 語言: 英文
  • 頁數: 300
  • 裝訂: Hardcover
  • ISBN: 0521864674
  • ISBN-13: 9780521864671

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商品描述

Sure to be influential, Watanabe's book lays the foundations for the use of algebraic geometry in statistical learning theory. Many models/machines are singular: mixture models, neural networks, HMMs, Bayesian networks, stochastic context-free grammars are major examples. The theory achieved here underpins accurate estimation techniques in the presence of singularities.