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  • Search: subject:"Diffusion-based similarity"
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Collaborative filtering 2 Diffusion-based similarity 2 Infophysics 2 Recommender systems 2 Collaborative tagging systems 1 Complex networks 1
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Article 2
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Shang, Ming-Sheng 2 Zhang, Yi-Cheng 2 Zhou, Tao 2 Jin, Ci-Hang 1 Zhang, Zi-Ke 1
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Physica A: Statistical Mechanics and its Applications 2
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RePEc 2
Showing 1 - 2 of 2
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Collaborative filtering with diffusion-based similarity on tripartite graphs
Shang, Ming-Sheng; Zhang, Zi-Ke; Zhou, Tao; Zhang, Yi-Cheng - In: Physica A: Statistical Mechanics and its Applications 389 (2010) 6, pp. 1259-1264
Collaborative tags are playing a more and more important role for the organization of information systems. In this paper, we study a personalized recommendation model making use of the ternary relations among users, objects and tags. We propose a measure of user similarity based on his...
Persistent link: https://www.econbiz.de/10010589156
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Collaborative filtering based on multi-channel diffusion
Shang, Ming-Sheng; Jin, Ci-Hang; Zhou, Tao; Zhang, Yi-Cheng - In: Physica A: Statistical Mechanics and its Applications 388 (2009) 23, pp. 4867-4871
In this paper, by applying a diffusion process, we propose a new index to quantify the similarity between two users in a user–object bipartite graph. To deal with the discrete ratings on objects, we use a multi-channel representation where each object is mapped to several channels with the...
Persistent link: https://www.econbiz.de/10010591705
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