{"product_id":"data-pre-processing-methods-and-their-impact-on-ann-von-aniruddha-banhatti","title":"Data Pre-processing Methods and their impact on ANN","description":"\u003cp\u003eIn analysis with ANN many times noisy data which is non-stationary comes into consideration for time series prediction. This book goes into different data pre-processing techniques and how these actually help in increasing the prediction accuracy of Artificial Neural Networks. The choice of the correct configuration of an ANN is a non trivial task and the results obtained are verified by applying various criteria and interchanging of experimental and test sets and randomizing so that these are applicable in extreme circumstances.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783330069541\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783330069541","offer_id":39426637594717,"sku":"9783330069541","price":64.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/baf7edee-247b-4d06-8ec2-c57ccb744150.jpg?v=1769836792","url":"https:\/\/shop.autorenwelt.de\/en\/products\/data-pre-processing-methods-and-their-impact-on-ann-von-aniruddha-banhatti","provider":"Autorenwelt Shop","version":"1.0","type":"link"}