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» Collaborative filtering with temporal dynamics
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KDD
2009
ACM
223views Data Mining» more  KDD 2009»
12 years 1 months ago
Collaborative filtering with temporal dynamics
Customer preferences for products are drifting over time. Product perception and popularity are constantly changing as new selection emerges. Similarly, customer inclinations are ...
Yehuda Koren
SIGIR
2009
ACM
11 years 7 months ago
Temporal collaborative filtering with adaptive neighbourhoods
Recommender Systems, based on collaborative ļ¬ltering (CF), aim to accurately predict user tastes, by minimising the mean error achieved on hidden test sets of user ratings, afte...
Neal Lathia, Stephen Hailes, Licia Capra
CSREAEEE
2006
174views Business» more  CSREAEEE 2006»
11 years 2 months ago
Using Temporal Information in Collaborative Filtering: An Empirical Study
- Collaborative filtering is a widely used and proven method of building recommender systems that provide personalized recommendations on products or services based on explicit rat...
Young Park, Tong-Queue Lee
SDM
2010
SIAM
149views Data Mining» more  SDM 2010»
11 years 2 months ago
Temporal Collaborative Filtering with Bayesian Probabilistic Tensor Factorization
Real-world relational data are seldom stationary, yet traditional collaborative filtering algorithms generally rely on this assumption. Motivated by our sales prediction problem, ...
Liang Xiong, Xi Chen, Tzu-Kuo Huang, Jeff Schneide...
CAISE
2006
Springer
11 years 5 months ago
Spatio-Temporal Proximity as a basis for Collaborative Filtering in Mobile Environments
Abstract. We propose a new approach to collaborative filtering in mobile tourist information systems based on spatio-temporal proximity in social contexts. Users store ratings and ...
Alexandre de Spindler, Moira C. Norrie, Michael Gr...
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