{"product_id":"algebraic-geometry-and-statistical-learning-theory-9780521864671","title":"Algebraic Geometry and Statistical Learning Theory","description":"\u003cp\u003e • Author(s): Sumio Watanabe\u003cbr\u003e • Publisher: Cambridge University Press\u003cbr\u003e • Publisher Imprint: Cambridge University Press\u003cbr\u003e • BISAC: Computer Vision \u0026amp; Pattern Recognition\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","brand":"Cambridge University Press","offers":[{"title":"Hardcover","offer_id":47609534578839,"sku":"9780521864671","price":10695.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780521864671.webp?v=1775058700","url":"https:\/\/atlanticbooks.com\/products\/algebraic-geometry-and-statistical-learning-theory-9780521864671","provider":"Atlantic Books","version":"1.0","type":"link"}