A probabilistic multi-class strategy of one-vs.-rest support vector machines for cancer classification.
Jin-Hyuk HongSung-Bae ChoPublished in: Neurocomputing (2008)
Keyphrases
- multi class
- large margin classifiers
- cancer classification
- feature selection
- support vector
- multi class classification
- support vector machine
- gene selection
- binary classification
- random forest
- microarray
- microarray data
- learning machines
- gene expression data
- gene expression profiles
- cost sensitive
- multiple classes
- pairwise
- class probabilities
- kernel logistic regression
- multi class classifier
- bayesian networks
- probabilistic model
- binary classifiers
- base classifiers
- data sets
- decision trees
- kernel function
- generalization ability
- image classification
- feature space
- model selection
- svm classifier
- loss function