{"product_id":"hybrib-classification-model-a-data-mining-approach-von-bikash-sarkar","title":"Hybrib Classification Model: A Data Mining Approach","description":"\u003cp\u003eThe book begins with discussion on  the basic concept on Data Mining, emphasizing the need of classification model. However, it mainly focuses on designing  a family  of  new  hybrid  classification  systems, each  combining C4.5 (a decision tree  based rule inductive algorithm) and genetic algorithm. Formally, each such system consists of  three  phases. The  first phase attempts to produce a good population (rule set) from training set. The second phase resolves the interpretability problem of the population and, finally GA optimizes the  formatted rule set. The  ultimate  aim  of  each  system  is  to  achieve  higher prediction accuracy over classification problem irrespective to domain, size, dimensionality  and  class  distribution, accepting  a  good  population  learned  by  C4.5 at the beginning.   Certainly,  the book is  not only  useful  to  the researchers but also helpful to the undergraduate and postgraduate students of computer science.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783639710991\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783639710991","offer_id":39482416660573,"sku":"9783639710991","price":89.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/fc948946-2eb4-4290-bc79-7155c2dc3b09.jpg?v=1774679398","url":"https:\/\/shop.autorenwelt.de\/products\/hybrib-classification-model-a-data-mining-approach-von-bikash-sarkar","provider":"Autorenwelt Shop","version":"1.0","type":"link"}