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User feedback scoring and evaluation of a product recommendation system

机译:用户对产品推荐系统的反馈评分和评估

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With the legerity of the Internet, daily life of a common man has changed. Rapid growth of the Internet has a diverse effect on the daily life. The influence of the Internet has changed the way we live and even the way we think. The use of Internet for purchasing different products of the daily needs has increased exponentially in recent years. Now customers prefer online shopping for the acquisition of the various products. But the huge e-business portals and increasing online shopping sites make it difficult for the customers to go for a particular product. It is very common practice that a customer wishes to know the perception of other consumers who already have acquired the same product. Therefore we tried to involve the human judgment in recommending the products to the users using implicit user feedback. In this paper we chose few products and their respective ranks arbitrarily taken from previous work. For obtaining user's purchase activities a vector feedback is taken from the user and on the basis of their feedback products are scored, hence they are again ranked which is supposed to be the user's ranking. Finally we evaluate the system performance using false negative and false positive rates, which show the effectiveness of the proposed method.
机译:随着互联网的普及,普通百姓的日常生活发生了变化。互联网的快速发展对日常生活产生了各种各样的影响。互联网的影响已经改变了我们的生活方式,甚至改变了我们的思维方式。近年来,使用Internet来购买日常所需的不同产品的数量呈指数级增长。现在,客户更喜欢在线购物来购买各种产品。但是庞大的电子商务门户网站和不断增加的在线购物网站使客户难以购买特定产品。顾客希望知道已经获得相同产品的其他顾客的看法是非常普遍的做法。因此,在使用隐式用户反馈向用户推荐产品时,我们试图让人为判断。在本文中,我们选择了很少的产品,并且从以前的工作中随意选择了它们各自的等级。为了获得用户的购买活动,从用户那里获取矢量反馈,并基于他们的反馈产品进行评分,因此再次对它们进行排名,这被认为是用户的排名。最后,我们使用假阴性率和假阳性率评估系统性能,这表明了该方法的有效性。

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