{"product_id":"9780792376798","title":"Learning to Classify Text Using Support Vector Machines","description":"\u003ch1\u003eLearning to Classify Text Using Support Vector Machines\u003c\/h1\u003e \u003ch2\u003eJoachims, Thorsten\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eBased on ideas from Support Vector Machines (SVMs), \u003cstrong\u003eLearning To Classify Text Using Support Vector Machines\u003c\/strong\u003e presents a new approach to generating text classifiers from examples. The approach combines high performance and efficiency with theoretical understanding and improved robustness. In particular, it is highly effective without greedy heuristic components. The SVM approach is computationally efficient in training and classification, and it comes with a learning theory that can guide real-world applications.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eLearning To Classify Text Using Support Vector Machines\u003c\/strong\u003e gives a complete and detailed description of the SVM approach to learning text classifiers, including training algorithms, transductive text classification, efficient performance estimation, and a statistical learning model of text classification. In addition, it includes an overview of the field of text classification, making it self-contained even for newcomers to the field. This book gives a concise introduction to SVMs for pattern recognition, and it includes a detailed description of how to formulate text-classification tasks for machine learning.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2002-04-30\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9780792376798\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-4615-0907-3\u003c\/p\u003e \u003cp\u003eDimensions: 235.0cm x155.0cm\u003c\/p\u003e \u003cp\u003ePages: 205.0\u003c\/p\u003e ","brand":"Springer US","offers":[{"title":"Default Title","offer_id":45578382409868,"sku":"9780792376798","price":98.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9780792376798.jpg?v=1767145291","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9780792376798","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}