Multi-class tumor classification by discriminant partial least squares using microarray gene expression data and assessment of classification models.
Yongxi TanLeming M. ShiWeida TongG. T. Gene HwangCharles WangPublished in: Comput. Biol. Chem. (2004)
Keyphrases
- multi class
- classification models
- partial least squares
- discriminant analysis
- feature selection
- gene selection
- informative genes
- gene expression data
- cancer classification
- microarray data
- principal component analysis
- training data
- decision trees
- microarray datasets
- support vector machine
- feature extraction
- linear discriminant analysis
- pairwise
- feature set
- gene expression profiles
- feature ranking
- cost sensitive
- face recognition
- text classification
- support vector
- feature subset
- ls svm
- neural network
- microarray
- support vector machine svm
- dimensionality reduction
- text categorization
- base classifiers
- high dimensionality
- low dimensional
- classification accuracy
- feature vectors
- clustering algorithm
- learning algorithm
- machine learning