{"product_id":"learning-with-partially-labeled-and-interdependent-data-von-massih-reza-amini-und-nicolas-usunier","title":"Learning with Partially Labeled and Interdependent Data","description":"\n                                \n                \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\n                                \n                \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\n                                \n                \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\n                                \n                \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\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319157252\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9783319157252","offer_id":40590556921949,"sku":"9783319157252","price":53.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/23127907-022e-43d4-b19a-ccf098d4acb0.jpg?v=1775623777","url":"https:\/\/shop.autorenwelt.de\/products\/learning-with-partially-labeled-and-interdependent-data-von-massih-reza-amini-und-nicolas-usunier","provider":"Autorenwelt Shop","version":"1.0","type":"link"}