{"product_id":"data-set-modification-to-improve-ml-algorithm-performance-and-speed-von-sathish-kumar-penchala-kishore-anthuvan-sahayaraj-k","title":"Data Set Modification to Improve ML Algorithm Performance and Speed","description":"\u003cp\u003eWe propose two pre-processing steps to classification that apply convex hull- based algorithms to the training set to help improve the performance and speed of classification. The Class Reconstruction algorithm uses a clustering algorithm combined with a convex hull-based approach that re-labels the dataset with a new and expanded class structure. We demonstrate how this performance- improvement algorithm helps boost the accuracy results of Naive Bayes in some, but not all, cases that use real-world datasets.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9786203928723\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9786203928723","offer_id":39450235371613,"sku":"9786203928723","price":39.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/8dc10f27-47ea-4a87-95b0-0abd7859ae6c.jpg?v=1773727593","url":"https:\/\/shop.autorenwelt.de\/products\/data-set-modification-to-improve-ml-algorithm-performance-and-speed-von-sathish-kumar-penchala-kishore-anthuvan-sahayaraj-k","provider":"Autorenwelt Shop","version":"1.0","type":"link"}