PAC-Bayesian Generalization Bound on Confusion Matrix for Multi-Class Classification.
Emilie MorvantSokol KoçoLiva RalaivolaPublished in: ICML (2012)
Keyphrases
- multi class classification
- pac bayesian
- confusion matrix
- generalization bounds
- multi class
- distribution free
- learning problems
- binary classification
- data dependent
- generalization ability
- rademacher complexity
- linear classifiers
- learning theory
- support vector
- multi class svm
- multi task learning
- model selection
- support vector machine
- learning machines
- vc dimension
- binary classifiers
- error bounds
- lower bound
- gaussian processes
- multi task
- upper bound
- risk bounds
- pairwise