{"product_id":"9783319353906","title":"Learning with Partially Labeled and Interdependent Data","description":"\u003ch1\u003eLearning with Partially Labeled and Interdependent Data\u003c\/h1\u003e \u003ch2\u003eAmini, Massih-Reza; Usunier, Nicolas\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\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 \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2016-10-09\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783319353906\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-319-15726-9\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 106\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":47519894995084,"sku":"9783319353906","price":49.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783319353906.jpg?v=1775968444","url":"https:\/\/lateknightbooks.com\/products\/9783319353906","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}