Algebraic Geometry and Statistical Learning Theory (Hardcover)

Sumio Watanabe

  • 出版商: Cambridge
  • 出版日期: 2009-08-01
  • 售價: $2,780
  • 貴賓價: 9.5$2,641
  • 語言: 英文
  • 頁數: 300
  • 裝訂: Hardcover
  • ISBN: 0521864674
  • ISBN-13: 9780521864671
  • 下單後立即進貨 (約1週~2週)




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.