{"product_id":"algebraic-geometry-and-statistical-learning-sumio-watanabe-9780521864671","title":"Algebraic Geometry and Statistical Learning Theory","description":"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.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sumio Watanabe\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0521864674\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780521864671\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cambridge University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/13\/2009\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 300\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.20lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.80d","brand":"Sumio Watanabe","offers":[{"title":"Hardcover","offer_id":43981012140287,"sku":"9780521864671","price":100.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_a52a854a-cd1c-4eef-a223-c15aaa11a1d3.jpg?v=1683253178","url":"https:\/\/www.whiterainbookhouse.com\/products\/algebraic-geometry-and-statistical-learning-sumio-watanabe-9780521864671","provider":"WR Book House","version":"1.0","type":"link"}