Matched Gene Selection and Committee Classifier for Molecular Classification of Heterogeneous Diseases.
Guoqiang YuYuanjian FengDavid J. MillerJianhua XuanEric P. HoffmanRobert ClarkeBen DavidsonIe-Ming ShihYue Joseph WangPublished in: J. Mach. Learn. Res. (2010)
Keyphrases
- gene selection
- feature selection
- cancer classification
- support vector machine
- microarray data
- cancer diagnosis
- decision trees
- gene expression profiles
- class labels
- support vector
- microarray
- microarray data analysis
- feature ranking
- dna microarray data
- classification models
- feature space
- support vector machine svm
- tumor classification
- colon cancer
- microarray datasets
- training samples
- recursive feature elimination
- microarray analysis
- svm classifier
- feature set
- ovarian cancer
- microarray classification
- dna microarray
- classification accuracy
- training set
- survival prediction
- machine learning methods
- machine learning
- fold cross validation
- multi layer perceptron
- high classification accuracy
- high throughput
- gene expression
- feature vectors
- pattern recognition
- learning algorithm
- wrapper method
- svm classification
- accurate classifiers
- high dimensionality
- text classification
- multi class
- feature extraction
- neural network