A novel SVM-ID3 Hybrid Feature Selection Method to Build a Disease Model for Melanoma using Integrated Genotyping and Phenotype Data from dbGaP.
Yesim Aydin SonSait Can YücebasPublished in: MIE (2014)
Keyphrases
- input data
- test data
- feature selection
- synthetic data
- prior knowledge
- statistical methods
- predictive model
- prior information
- classification method
- probabilistic model
- support vector machine svm
- data sets
- support vector machine
- classification algorithm
- missing data
- mutual information
- similarity measure
- bayes classifier
- probability distribution
- support vector
- training data
- selection criterion
- irrelevant features
- objective function
- automatic relevance determination
- text categorization
- em algorithm
- classification accuracy
- feature subset
- prediction model
- classification models
- statistical significance
- data points
- gene expression
- labeled data
- computational methods
- ls svm
- multi class
- input features
- feature vectors