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Algebraic Geometry and Statistical Learning Theory by Sumio Watanabe

Algebraic Geometry and Statistical Learning Theory

by Sumio Watanabe
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₹10,695.00
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Book cover type: Hardcover
  • ISBN13: 9780521864671
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Cambridge University Press
  • Publisher Imprint: Cambridge University Press
  • Publication Date:
  • Pages: 300
  • Original Price: GBP 84.0
  • Language: English
  • Edition: N/A
  • Item Weight: 545 grams
  • BISAC Subject(s): Artificial Intelligence / Computer Vision & Pattern Recognition

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.

Watanabe, Sumio: - Sumio Watanabe is a Professor in the Precision and Intelligence Laboratory at the Tokyo Institute of Technology.

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