{"product_id":"data-complexity-in-pattern-recognition-von-mitra-basu-tin-kam-ho-hrsg","title":"Data Complexity in Pattern Recognition","description":"\n                \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\n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781849965576\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9781849965576","offer_id":39417934119005,"sku":"9781849965576","price":160.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/c734e3aa-712f-4dd9-a394-febbbf1891ff.jpg?v=1764825093","url":"https:\/\/shop.autorenwelt.de\/en\/products\/data-complexity-in-pattern-recognition-von-mitra-basu-tin-kam-ho-hrsg","provider":"Autorenwelt Shop","version":"1.0","type":"link"}