{"product_id":"missing-values-in-data-mining-von-subhendu-pani","title":"Missing Values in Data Mining","description":"\u003cp\u003eThe effect of missing values on data classification is studied. A comparative analysis of data classification accuracy in different scenarios is presented. Several search techniques are considered in the study for feature selection and are applied to pre-process the dataset. The predictive performances of popular classifiers are compared quantitatively. The dataset is drawn from a breast cancer detection-decision context available at UCI machine learning repository. After analysing the experimental results,the work establishes the general concept of improved classification accuracy using missing values replacement.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783659753138\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783659753138","offer_id":39449496420445,"sku":"9783659753138","price":35.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/ab4a9511-204a-4c61-8d04-cb561ba2bab7.jpg?v=1758172423","url":"https:\/\/shop.autorenwelt.de\/en\/products\/missing-values-in-data-mining-von-subhendu-pani","provider":"Autorenwelt Shop","version":"1.0","type":"link"}