Biogeography-Based Informative Gene Selection and Cancer Classification Using SVM and Random Forests
Sarvesh NikumbhShameek GhoshValadi K. JayaramanPublished in: CoRR (2012)
Keyphrases
- random forests
- cancer classification
- gene selection
- random forest
- accurate classifiers
- support vector machine svm
- microarray data
- microarray
- fold cross validation
- cancer diagnosis
- decision trees
- gene expression data
- ensemble methods
- colon cancer
- machine learning algorithms
- dna microarray
- gene expression
- logistic regression
- gene expression profiles
- feature selection
- support vector machine
- feature set
- relevant genes
- informative genes
- support vector
- feature ranking
- data sets
- svm classifier
- microarray datasets
- knn
- ensemble learning
- pattern recognition
- multi class
- microarray analysis
- machine learning methods
- high dimensional
- dimensionality reduction