{"product_id":"learning-with-partially-labeled-and-interdependent-data-9783319157252","title":"Learning with Partially Labeled and Interdependent Data","description":"\u003cp\u003e • Author(s): Massih-Reza Amini\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Artificial Intelligence - General\u003c\/p\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","brand":"Springer","offers":[{"title":"Hardcover","offer_id":45281301233815,"sku":"9783319157252","price":3639.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783319157252.webp?v=1769298826","url":"https:\/\/atlanticbooks.com\/products\/learning-with-partially-labeled-and-interdependent-data-9783319157252","provider":"Atlantic Books","version":"1.0","type":"link"}