{"product_id":"dutta-prateek-dataset-modification-to-improve-ml-algorithm-performance-and-speed-9786204733418","title":"Dataset Modification to improve ML algorithm performance and speed","description":"We 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.","brand":"LAP LAMBERT Academic Publishing","offers":[{"title":"Default Title","offer_id":54751144411478,"sku":null,"price":0.0,"currency_code":"EUR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0925\/5829\/5382\/files\/product_image_9786204733418_1.jpg?v=1790959370","url":"https:\/\/www.momoxbooks.com\/products\/dutta-prateek-dataset-modification-to-improve-ml-algorithm-performance-and-speed-9786204733418","provider":"momox","version":"1.0","type":"link"}