The Coherent Loss Function for Classification.
Wenzhuo YangMelvyn SimHuan XuPublished in: ICML (2014)
Keyphrases
- loss function
- support vector
- hinge loss
- pairwise
- pattern classification
- classification accuracy
- image classification
- empirical risk
- text classification
- support vector machine svm
- risk minimization
- learning to rank
- density estimation
- classification algorithm
- cross validation
- logistic regression
- benchmark datasets
- bayes rule
- boosting framework
- generalization ability
- regularization term
- svm classifier
- convex loss functions
- cost sensitive
- machine learning algorithms
- model selection
- support vector machine
- feature vectors
- training data
- learning problems
- feature extraction
- reproducing kernel hilbert space
- stochastic gradient descent
- special case
- training set