{"product_id":"9781849965576","title":"Data Complexity in Pattern Recognition","description":"Machines 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.    \u003cp\u003e This 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   \u003cbr\u003e   \u003cbr\u003e • What is missing from current classification techniques?   \u003cbr\u003e • When 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?   \u003cbr\u003e • How do we know whether we have exploited to the fullest extent the knowledge embedded in the training data?  \u003cbr\u003e   \u003cp\u003e Uunique 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","brand":"Springer London","offers":[{"title":"Default Title","offer_id":46470190792945,"sku":"9781849965576","price":169.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0674\/5433\/7265\/files\/9781849965576_p0.jpg?v=1765386519","url":"https:\/\/shop.barnesandnoble.com\/products\/9781849965576","provider":"Barnes \u0026 Noble","version":"1.0","type":"link"}