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[ACM Press the 21st ACM international conference - Maui, Hawaii, USA (2012.10.29-2012.11.02)] Proceedings of the 21st ACM international conference on Information and knowledge management - CIKM '12 - The efficient imputation method for neighborhood-based collaborative filtering

โœ Scribed by Ren, Yongli; Li, Gang; Zhang, Jun; Zhou, Wanlei


Book ID
118062810
Publisher
ACM Press
Year
2012
Weight
473 KB
Category
Article
ISBN
1450311563

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[ACM Press the 21st ACM international co
โœ Ren, Yongli; Li, Gang; Zhang, Jun; Zhou, Wanlei ๐Ÿ“‚ Article ๐Ÿ“… 2012 ๐Ÿ› ACM Press ๐ŸŒ English โš– 473 KB

As each user tends to rate a small proportion of available items, the resulted Data Sparsity issue brings significant challenges to the research of recommender systems. This issue becomes even more severe for neighborhood-based collaborative filtering methods, as there are even lower numbers of rati