Algebraic Geometry and Statistical Learning Theory
by Sumio Watanabe (9780521864671)

Algebraic Geometry and Statistical Learning Theory
 
Sumio Watanabe
Release Date: 01 August 2009
Format: Hardback
Pages: 286
Category: Computer Vision
ISBN: 9780521864671
ISBN-10: 0521864674



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.

AUD $140.00

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