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软件学报  2008 

Algorithm of Shielding Noises in Information Filtering Based on Distribution of Two-Dimension Similarity Relation
信息过滤中基于二元近似关系分布的噪声屏蔽算法

Keywords: information filtering,noise,profile,two-dimension similar relation
信息过滤
,噪声,用户模型,二元近似关系

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Abstract:

This paper investigates the reasons for generation of noises in feedbacks of filtering system by analyzing the knowledge expressions and text structures,and builds a two-dimension similarity (DTS) model of information based on the opposed relation between the noises and user profiles.At the same time,by using the algorithm of AdaBoost based on the LMS (least mean square) classifier,this paper builds a classification curve between the noises and related information according to their distribution in two-dimension similarity space,which helps information filtering system detect and filter the noises in feedback.Experiments validated this algorithm substantially improved the capability of filtering system to rule out the noises.

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