{"product_id":"learning-with-partially-labeled-and-massih-reza-amini-9783319353906","title":"Learning with Partially Labeled and Interdependent Data","description":"\u003cp\u003eThis book develops two key machine learning principles: the semi-supervised paradigm and learning with interdependent data. It reveals new applications, primarily web related, that transgress the classical machine learning framework through learning with interdependent data. \u003c\/p\u003e\u003cp\u003eThe book traces how the semi-supervised paradigm and the learning to rank paradigm emerged from new web applications, leading to a massive production of heterogeneous textual data. It explains how semi-supervised learning techniques are widely used, but only allow a limited analysis of the information content and thus do not meet the demands of many web-related tasks.\u003c\/p\u003e\u003cp\u003eLater chapters deal with the development of learning methods for ranking entities in a large collection with respect to precise information needed. In some cases, learning a ranking function can be reduced to learning a classification function over the pairs of examples. The book proves that this task can be efficiently tackled in a new framework: learning with interdependent data.\u003c\/p\u003e\u003cp\u003eResearchers and professionals in machine learning will find these new perspectives and solutions valuable. Learning with Partially Labeled and Interdependent Data is also useful for advanced-level students of computer science, particularly those focused on statistics and learning.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Massih-Reza Amini,Nicolas Usunier\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 331935390X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783319353906\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/09\/2016\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 106\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.40lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.26d","brand":"Massih-Reza Amini","offers":[{"title":"Paperback","offer_id":47424544604415,"sku":"9783319353906","price":54.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_3f420d36-0680-472e-af51-6c697ef877ad.jpg?v=1761530935","url":"https:\/\/www.whiterainbookhouse.com\/products\/learning-with-partially-labeled-and-massih-reza-amini-9783319353906","provider":"WR Book House","version":"1.0","type":"link"}