Biogeography-based informative gene selection and cancer classification using SVM and Random Forests.
Sarvesh NikumbhShameek GhoshValadi K. JayaramanPublished in: IEEE Congress on Evolutionary Computation (2012)
Keyphrases
- random forests
- gene selection
- cancer classification
- random forest
- microarray data
- support vector machine svm
- accurate classifiers
- cancer diagnosis
- microarray
- ensemble methods
- decision trees
- gene expression data
- fold cross validation
- logistic regression
- machine learning algorithms
- feature selection
- dna microarray
- relevant genes
- gene expression
- support vector machine
- machine learning methods
- support vector
- colon cancer
- gene expression profiles
- microarray analysis
- knn
- informative genes
- microarray datasets
- high dimensional
- feature set
- multi class
- base classifiers
- k nearest neighbor
- machine learning
- text mining
- svm classifier
- feature vectors
- training data
- face recognition
- kernel function