Algebraic geometry and statistical learning theory

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Algebraic geometry and statistical...

Algebraic geometry and statistical learning theory

Name: Algebraic geometry and statistical learning theory
ISBN: 9780521864671

Sumio Watanabe

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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.

Kategorije:

Computers - Computer Science

Godina:

2009

Izdavač:

CUP

Jezik:

english

Strane:

296

ISBN 10:

0521864674