{"product_id":"naive-bayesian-classifier-based-private-recommendations-von-cihan-kaleli-und-huseyin-polat","title":"NAÏVE BAYESIAN CLASSIFIER-BASED PRIVATE RECOMMENDATIONS","description":"\u003cp\u003eCollaborative filtering (CF) has become very popular  on the Internet. Although CF systems are widely used,  they have various challenges in recommendation  process. For better results, such systems need  quality data; however, due to privacy concerns, users  hesitate to send their private data or they might  send false data. CF systems provide referrals on  existing databases compromised of ratings recorded  from groups of people evaluating various items;  sometimes, the systems'' ratings might be split among  different parties. The parties may wish to share  their data; but they may not want to disclose their  data. Online computation time increases with  augmenting number of users. In this book,  approaches are proposed to overcome challenges for  naïve Bayesian classifier (NBC)-based CF algorithm. A  new scheme is proposed to produce NBC-based  recommendations while preserving users'' privacy by  utilizing randomized response techniques (RRT).  To  offer CF services on distributed data between two  parties without violating their privacy, solutions  are provided. And finally, a method is proposed for  optimizing privacy-preserving NBC-based CF scheme  using k-modes clustering.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838347721\"\u003e\u003ch3\u003ePRIVACY-PRESERVING NAÏVE BAYESIAN CLASSIFIER-BASED COLLABORATIVE FILTERING\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838347721","offer_id":39498959061085,"sku":"9783838347721","price":49.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/ee540e19-1169-4ca0-a083-319a1e688e69.jpg?v=1757740060","url":"https:\/\/shop.autorenwelt.de\/products\/naive-bayesian-classifier-based-private-recommendations-von-cihan-kaleli-und-huseyin-polat","provider":"Autorenwelt Shop","version":"1.0","type":"link"}