Algebraic Geometry and Statistical Learning Theory

Algebraic Geometry and Statistical Learning Theory
Author :
Publisher : Cambridge University Press
Total Pages : 295
Release :
ISBN-10 : 9780521864671
ISBN-13 : 0521864674
Rating : 4/5 (71 Downloads)

Book Synopsis Algebraic Geometry and Statistical Learning Theory by : Sumio Watanabe

Download or read book Algebraic Geometry and Statistical Learning Theory written by Sumio Watanabe and published by Cambridge University Press. This book was released on 2009-08-13 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


Algebraic Geometry and Statistical Learning Theory Related Books

Algebraic Geometry and Statistical Learning Theory
Language: en
Pages: 295
Authors: Sumio Watanabe
Categories: Computers
Type: BOOK - Published: 2009-08-13 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

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
Algebraic Geometry and Statistical Learning Theory
Language: en
Pages: 295
Authors: Sumio Watanabe
Categories: Computers
Type: BOOK - Published: 2009-08-13 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

Sure to be influential, this book lays the foundations for the use of algebraic geometry in statistical learning theory. Many widely used statistical models and
Differential Geometry and Statistics
Language: en
Pages: 164
Authors: M.K. Murray
Categories: Mathematics
Type: BOOK - Published: 2017-10-19 - Publisher: Routledge

DOWNLOAD EBOOK

Several years ago our statistical friends and relations introduced us to the work of Amari and Barndorff-Nielsen on applications of differential geometry to sta
Lectures on Algebraic Statistics
Language: en
Pages: 172
Authors: Mathias Drton
Categories: Mathematics
Type: BOOK - Published: 2009-04-25 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

How does an algebraic geometer studying secant varieties further the understanding of hypothesis tests in statistics? Why would a statistician working on factor
Algebraic Statistics for Computational Biology
Language: en
Pages: 440
Authors: L. Pachter
Categories: Mathematics
Type: BOOK - Published: 2005-08-22 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

This book, first published in 2005, offers an introduction to the application of algebraic statistics to computational biology.