{"product_id":"9781849965576","title":"Data Complexity in Pattern Recognition","description":"\u003ch1\u003eData Complexity in Pattern Recognition\u003c\/h1\u003e \u003ch2\u003eBasu, Mitra; Ho, Tin Kam\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eMachines capable of automatic pattern recognition have many fascinating uses in science \u0026amp; engineering as well as in our daily lives. Algorithms for supervised classification, where one infers a decision boundary from a set of training examples, are at the core of this capability.\u003c\/p\u003e\n\u003cp\u003eThis book takes a close view of data complexity \u0026amp; its role in shaping the theories \u0026amp; techniques in different disciplines \u0026amp; asks:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is missing from current classification techniques?\u003c\/li\u003e\n\u003cli\u003eWhen the automatic classifiers are not perfect, is it a deficiency of the algorithms by design, or is it a difficulty intrinsic to the classification task?\u003c\/li\u003e\n\u003cli\u003eHow do we know whether we have exploited to the fullest extent the knowledge embedded in the training data?\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eUunique in its comprehensive coverage \u0026amp; multidisciplinary approach from various methodological \u0026amp; practical perspectives, researchers \u0026amp; practitioners will find this book an insightful reference to learn about current available techniques as well as application areas.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2010-10-22\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9781849965576\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-84628-172-3\u003c\/p\u003e \u003cp\u003eDimensions: 235.0cm x155.0cm\u003c\/p\u003e \u003cp\u003ePages: 300.0\u003c\/p\u003e ","brand":"Springer London","offers":[{"title":"Default Title","offer_id":45379054403724,"sku":"9781849965576","price":152.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781849965576_72574f41-8393-4144-a93c-dc3d00c6972b.jpg?v=1765473340","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9781849965576","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}