{"product_id":"hybrid-methods-in-feature-selection-a-data-classification-perspective-von-senthamarai-kannan-subramanian","title":"Hybrid Methods in Feature Selection: A Data Classification Perspective","description":"\u003cp\u003eIn recent years, data have become increasingly  larger in both number of instances and number of  features in many applications.  This enormity may  cause serious problems to many machine learning  algorithms with respect to scalability and learning  performance.  Therefore, feature selection is  essential for the machine learning algorithms while  handling high dimensional datasets.  Many  traditional search methods have shown promising  results in a number of feature selection problems.  However, as the number of features increases  extremely, most of these existing methods face the  problem of intractable computational time.   Since no single feature selection method  could handle all requirements of feature selection  in real world datasets, hybrid methods prsented here  are the tested methods for effecive Feature  Selection.One viable option is to apply a ranking  feature selection method to obtain a manageable  number of  top ranked features which could be  further handled by traditional feature selection  methods for further analysis.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783844399240\"\u003e\u003ch3\u003eHybrid Feature Selection Methods are the proven methods for Large Scale Feature Selection\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783844399240","offer_id":39471316041821,"sku":"9783844399240","price":49.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/9107a933-67be-4e6f-b08c-1826be6faeb6.jpg?v=1757826492","url":"https:\/\/shop.autorenwelt.de\/products\/hybrid-methods-in-feature-selection-a-data-classification-perspective-von-senthamarai-kannan-subramanian","provider":"Autorenwelt Shop","version":"1.0","type":"link"}