{"product_id":"dataset-modification-to-improve-ml-algorithm-performance-and-speed-von-sathish-kumar-penchala-prateek-dutta-und-dheeraj-rane","title":"Dataset 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-9786204733418\"\u003e\u003ch3\u003eA Key to improve Machine Learning performance\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9786204733418","offer_id":39761028055133,"sku":"9786204733418","price":43.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/c3b72b9b-3bf2-45ba-b3cb-7e6438b9cb30.jpg?v=1758004938","url":"https:\/\/shop.autorenwelt.de\/en\/products\/dataset-modification-to-improve-ml-algorithm-performance-and-speed-von-sathish-kumar-penchala-prateek-dutta-und-dheeraj-rane","provider":"Autorenwelt Shop","version":"1.0","type":"link"}