Informative gene selection and the direct classification of tumors based on relative simplicity.
Yuan ChenLifeng WangLanzhi LiHongyan ZhangZheming YuanPublished in: BMC Bioinform. (2016)
Keyphrases
- gene selection
- cancer classification
- dna microarray data
- relevant genes
- microarray data
- dna microarray
- cancer diagnosis
- microarray
- support vector machine svm
- ovarian cancer
- gene expression data
- gene expression profiles
- feature selection
- colon cancer
- microarray datasets
- microarray data analysis
- tumor classification
- survival prediction
- decision trees
- pattern recognition
- gene expression
- microarray classification
- support vector machine
- classification accuracy
- machine learning methods
- cancer detection
- data sets
- machine learning
- small number of samples
- feature vectors
- microarray analysis
- gene expression datasets
- feature space
- informative genes
- tissue samples
- machine learning algorithms
- high dimensionality
- training set
- feature set
- feature extraction
- k nearest neighbor
- feature ranking
- unsupervised learning