Support vector machines for collaborative filtering.
Zhonghang XiaYulin DongGuangming XingPublished in: ACM Southeast Regional Conference (2006)
Keyphrases
- collaborative filtering
- support vector
- learning machines
- large margin classifiers
- recommender systems
- matrix factorization
- logistic regression
- cross validation
- classification accuracy
- svm classifier
- kernel methods
- support vector machine
- making recommendations
- user preferences
- radial basis function
- deal with information overload
- generalization bounds
- cold start problem
- kernel function
- pearson correlation coefficient
- data sparsity
- generalization ability
- binary classification
- recommendation systems
- loss function
- multi class
- ls svm
- support vectors
- parallel machines
- information filtering
- maximum margin
- recommendation algorithms
- support vector regression
- linear discriminant analysis
- soft margin
- training examples
- support vector machine svm
- training set