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.

种类:

Computers - Computer Science

年:

2009

出版社:

Cambridge University Press

语言:

english

页:

300

ISBN 10:

0521864674