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Recommender systems

delete2012-10-01
delete841
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OA
AI
L
Linyuan Lü
M
Matúš Medo
C
Chi Ho Yeung
张意成 封面图
张意成 (Yicheng Zhang) *
张
张子柯 (Zi‐Ke Zhang)
周
周涛 (Tao Zhou)
DOI:10.1016/j.physrep.2012.02.006delete
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摘要

摘要

En 中文
The ongoing rapid expansion of the Internet greatly increases the necessity of effective recommender systems for filtering the abundant information. Extensive research for recommender systems is conducted by a broad range of communities including social and computer scientists, physicists, and interdisciplinary researchers. Despite substantial theoretical and practical achievements, unification and comparison of different approaches are lacking, which impedes further advances. In this article, we review recent developments in recommender systems and discuss the major challenges. We compare and evaluate available algorithms and examine their roles in the future developments. In addition to algorithms, physical aspects are described to illustrate macroscopic behavior of recommender systems. Potential impacts and future directions are discussed. We emphasize that recommendation has great scientific depth and combines diverse research fields which makes it interesting for physicists as well as interdisciplinary researchers. (c) 2012 Elsevier B.V. All rights reserved.
Keyword:
Recommender systems
Information filtering
Networks
AI总结

AI总结

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期刊

P
Physics Reports-Review Section of Physics Letters
IF:
29.5
论文数:
3.0K
被引数:
3.8W

机构

U
University of Fribourg
学者数:
4.7K
论文数: 4.0K
被引数: 7.5K
H
hangzhou normal university
学者数:
1.3W
论文数: 7.8K
被引数: 8
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