{"product_id":"algebraic-geometry-and-statistical-learning-theory-hardcover","title":"Algebraic Geometry and Statistical Learning Theory - Hardcover","description":"\u003cdiv\u003e\u003cp style=\"text-align: right;\"\u003e\u003ca href=\"https:\/\/reportcopyrightinfringement.com\/\" target=\"_blank\" rel=\"nofollow\"\u003e\u003cb\u003eReport copyright infringement\u003c\/b\u003e\u003c\/a\u003e\u003c\/p\u003e\u003c\/div\u003e\u003cp\u003eby \u003cb\u003eSumio Watanabe\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003eSure 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.\u003c\/p\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 300\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.8 x 9 x 6 IN\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eIllustrated:\u003c\/strong\u003e Yes\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e August 13, 2009\u003c\/div\u003e\n            ","brand":"BooksCloud","offers":[{"title":"Default Title","offer_id":52491596005683,"sku":"9780521864671","price":169.18,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0300\/5595\/6612\/files\/aGdFVkUrcENhYTlTRkEyaUpqQVBJdz09.webp?v=1759921081","url":"https:\/\/www.vysn.com\/en-ca\/products\/algebraic-geometry-and-statistical-learning-theory-hardcover","provider":"VYSN","version":"1.0","type":"link"}