{"product_id":"handling-over-fitting-and-class-imbalance-jointly-in-pittsburgh-lcs-von-shubhra-kanti-karmaker-santu-md-monirul-islam","title":"Handling Over-fitting and Class-imbalance Jointly in Pittsburgh LCS","description":"\u003cp\u003eGeneralization ability of a classi¿er is an important issue for any classification task. Two prominent problems affecting the generalization ability are over-¿tting and class-imbalance. This book presents a new evolutionary system, i.e., EDARIC, for rule induction and classi¿cation. The evolutionary approach used in our new system is based on a destructive method that starts with large-sized rules and gradually decreases the sizes as evolution progresses. The experimental results show that our proposed evolutionary system obtains better generalization performance compared to the existing algorithms.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783659596568\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783659596568","offer_id":39449206325341,"sku":"9783659596568","price":49.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/48988281-7290-4195-a368-a79d089fd43a.jpg?v=1774935283","url":"https:\/\/shop.autorenwelt.de\/products\/handling-over-fitting-and-class-imbalance-jointly-in-pittsburgh-lcs-von-shubhra-kanti-karmaker-santu-md-monirul-islam","provider":"Autorenwelt Shop","version":"1.0","type":"link"}