Empirical Study of Support Vector Machine Kernels with Applications to Microarray Data.
Myungsook KlassenNyunsu KimWei Ming LiuPublished in: CATA (2010)
Keyphrases
- empirical studies
- microarray data
- support vector machine
- kernel function
- feature selection
- kernel methods
- support vector
- gene selection
- microarray
- feature space
- gene expression
- multi class
- data sets
- svm classifier
- empirical analysis
- high dimensional
- gene expression data
- meta analysis
- microarray classification
- microarray data analysis
- differentially expressed genes
- machine learning
- biological data
- support vector machine svm
- microarray datasets
- cluster analysis
- small number of samples
- dna microarray data
- gene clusters
- gene networks
- biologically relevant
- microarray gene expression data
- training set
- feature vectors
- knn
- training data
- high throughput
- gene expression patterns
- gene ontology
- radial basis function
- high dimensionality
- dna microarray
- gene expression profiles
- database
- feature extraction