Attentive Collaborative Filtering: Multimedia Recommendation with Item- and Component-Level Attention.
Jingyuan ChenHanwang ZhangXiangnan HeLiqiang NieWei LiuTat-Seng ChuaPublished in: SIGIR (2017)
Keyphrases
- collaborative filtering
- recommender systems
- personalized recommendation
- multimedia
- user preferences
- item recommendation
- cold start problem
- recommendation algorithms
- latent factor models
- user ratings
- hybrid recommendation
- collaborative filtering recommendation algorithm
- matrix factorization
- cold start
- making recommendations
- recommendation systems
- item based collaborative filtering
- data sparsity
- user similarity
- pearson correlation coefficient
- online dating
- visual attention
- collaborative filtering algorithms
- multimedia data
- product recommendation
- collaborative filtering recommendation
- focus of attention
- higher level
- rating prediction
- user item rating
- user specific
- deal with information overload
- tag recommendation
- content based filtering
- personalized services
- information filtering
- cultural heritage
- user interests
- web users
- software components
- multimedia content
- eye tracking
- user profiles
- learning environment