{"product_id":"algebraic-geometry-and-statistical-learning-theory-hardcover","title":"Algebraic Geometry and Statistical Learning Theory - Hardcover","description":"\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\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 300\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.8 x 9 x 6 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eIllustrated:\u003c\/strong\u003e Yes\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e August 13, 2009\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42723777904703,"sku":"9780521864671","price":194.62,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0105\/8226\/1823\/files\/1bf9af9656eec3b3c314f92567bbbd0c.webp?v=1765100332","url":"https:\/\/dhlswag.com\/products\/algebraic-geometry-and-statistical-learning-theory-hardcover","provider":"BBB","version":"1.0","type":"link"}