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portada Algebraic Geometry and Statistical Learning Theory Hardback (Cambridge Monographs on Applied and Computational Mathematics)
Type
Physical Book
Year
2009
Language
Inglés
Pages
300
Format
Hardcover
Dimensions
22.9 x 15.2 x 2.0 cm
Weight
0.54 kg.
ISBN
0521864674
ISBN13
9780521864671
Edition No.
1

Algebraic Geometry and Statistical Learning Theory Hardback (Cambridge Monographs on Applied and Computational Mathematics)

Sumio Watanabe (Author) · Cambridge University Press · Hardcover

Algebraic Geometry and Statistical Learning Theory Hardback (Cambridge Monographs on Applied and Computational Mathematics) - Watanabe, Sumio

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Synopsis "Algebraic Geometry and Statistical Learning Theory Hardback (Cambridge Monographs on Applied and Computational Mathematics)"

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.

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