{"product_id":"pattern-recognition-algorithms-for-data-sankar-k-pal-9780367394240","title":"Pattern Recognition Algorithms for Data Mining","description":"\u003cp\u003ePattern Recognition Algorithms for Data Mining addresses different pattern recognition (PR) tasks in a unified framework with both theoretical and experimental results. Tasks covered include data condensation, feature selection, case generation, clustering\/classification, and rule generation and evaluation. This volume presents various theories, methodologies, and algorithms, using both classical approaches and hybrid paradigms. The authors emphasize large datasets with overlapping, intractable, or nonlinear boundary classes, and datasets that demonstrate granular computing in soft frameworks. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eOrganized into eight chapters, the book begins with an introduction to PR, data mining, and knowledge discovery concepts. The authors analyze the tasks of multi-scale data condensation and dimensionality reduction, then explore the problem of learning with support vector machine (SVM). They conclude by highlighting the significance of granular computing for different mining tasks in a soft paradigm.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sankar K. Pal, Pabitra Mitra\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0367394243\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780367394240\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/19\/2019\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 280\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.95lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.10h x 6.10w x 0.80d","brand":"Sankar K. Pal","offers":[{"title":"Paperback","offer_id":43941018632447,"sku":"9780367394240","price":79.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_6479ec48-4839-436c-aa29-e22b30487cd3.jpg?v=1681450447","url":"https:\/\/www.whiterainbookhouse.com\/products\/pattern-recognition-algorithms-for-data-sankar-k-pal-9780367394240","provider":"WR Book House","version":"1.0","type":"link"}