Article ID Journal Published Year Pages File Type
424797 Future Generation Computer Systems 2016 16 Pages PDF
Abstract

•The model represents the multiple basic angles of reading interest.•The basic angles reflect the pattern and persistence of reading interest.•The model represents a complex angle by combining basic angles.•Different angles correspond to different sets of required texts.

Building an interest model is the key to realize personalized text recommendation. Previous interest models neglect the fact that a user may have multiple angles of interest. Different angles of interest provide different requests and criteria for text recommendation. This paper proposes an interest model that consists of two kinds of angles: persistence and pattern, which can be combined to form complex angles. The model uses a new method to represent the long-term interest and the short-term interest, and distinguishes the interest in object and the interest in the link structure of objects. Experiments with news-scale text data show that the interest in object and the interest in link structure have real requirements, and it is effective to recommend texts according to the angles.

Related Topics
Physical Sciences and Engineering Computer Science Computational Theory and Mathematics
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