Gene Selection Through Sensitivity Analysis of Support Vector Machines.
Defeng WangDaniel S. YeungEric C. C. TsangLin ShiPublished in: CompLife (2005)
Keyphrases
- sensitivity analysis
- gene selection
- support vector
- microarray data
- feature ranking
- microarray
- feature selection
- cancer classification
- recursive feature elimination
- support vector machine
- gene expression data
- managerial insights
- microarray classification
- cancer diagnosis
- dna microarray data
- gene expression profiles
- tumor classification
- survival prediction
- support vector machine svm
- dna microarray
- variational inequalities
- gene expression
- microarray data analysis
- ovarian cancer
- svm classifier
- logistic regression
- microarray analysis
- database
- data sets
- microarray datasets
- generalization ability
- random forest
- high dimensionality
- multi class
- machine learning
- machine learning methods
- feature vectors
- high dimensional
- feature extraction
- wilcoxon rank sum