Gene selection and sample classification on microarray data based on adaptive genetic algorithm/k-nearest neighbor method.
Chien-Pang LeeWen-Shin LinYuh-Min ChenBo-Jein KuoPublished in: Expert Syst. Appl. (2011)
Keyphrases
- microarray data
- gene selection
- support vector machine svm
- k nearest neighbor
- dna microarray data
- support vector machine
- cancer classification
- microarray
- feature selection
- knn
- microarray data analysis
- ovarian cancer
- microarray analysis
- gene expression
- microarray classification
- dna microarray
- cancer diagnosis
- gene expression profiles
- classification accuracy
- unsupervised learning
- data sets
- colon cancer
- relevant genes
- informative genes
- gene sets
- microarray datasets
- text classification
- pattern recognition
- machine learning methods
- gene expression data
- small number of samples
- clustering method
- linear discriminant analysis
- differentially expressed genes
- feature set
- training set
- data analysis
- feature extraction
- clustering algorithm
- learning algorithm