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Algebraic Geometry And Statistical Learning Theory Sumio Watanabe

SKU: BELL-1441002

$ 31.00 ~~$ 45.00~~ (-31%)

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Algebraic Geometry And Statistical Learning Theory Sumio Watanabe instant download after payment.

Publisher: CUP

File Extension: PDF

File size: 1.26 MB

Pages: 296

Author: Sumio Watanabe

ISBN: 9780521864671, 0521864674

Language: English

Year: 2009

Product desciption

Algebraic Geometry And Statistical Learning Theory Sumio Watanabe by Sumio Watanabe 9780521864671, 0521864674 instant download after payment.

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.