On the Generalization Ability of Online Learning Algorithms for Pairwise Loss Functions
Purushottam KarBharath K. SriperumbudurPrateek JainHarish KarnickPublished in: CoRR (2013)
Keyphrases
- generalization ability
- loss function
- pairwise
- learning algorithm
- support vector
- support vector machine
- support vector machine svm
- bp neural network
- learning to rank
- generalization bounds
- semi supervised
- online algorithms
- loss minimization
- convex loss functions
- kernel function
- reproducing kernel hilbert space
- boosting algorithms
- training samples
- markov random field
- multi class
- pairwise constraints
- machine learning
- benchmark datasets
- svm classifier
- data sets
- artificial neural networks
- training data
- similarity measure
- ls svm
- supervised learning
- base learners