An EnKF-based scheme to optimize hyper-parameters and features for SVM classifier.
Yingsheng JiYushu ChenHaohuan FuGuangwen YangPublished in: Pattern Recognit. (2017)
Keyphrases
- svm classifier
- support vector
- hyperparameters
- support vector machine
- support vector machine svm
- feature vectors
- image classification
- selected features
- linear classifiers
- informative features
- svm classification
- kernel function
- feature subset
- decision function
- model selection
- feature selection
- cross validation
- training set
- higher order
- prior knowledge
- machine learning
- bayesian framework
- incomplete data
- data mining
- feature set
- feature extraction
- ls svm
- bayesian networks
- genetic algorithm ga
- sample size
- em algorithm
- maximum likelihood