Dimension Reduction of Gene Expression Data for Designing Optimized Rule Base Classifier.
Amit PaulJaya SilChitrangada Das MukhopadhyayPublished in: RAIT (2014)
Keyphrases
- dimension reduction
- gene expression data
- base classifiers
- high dimensionality
- high dimensional data
- high dimensional
- feature selection
- microarray
- multi class
- ensemble methods
- gene expression
- dimensionality reduction
- microarray data
- decision trees
- naive bayes
- training samples
- principal component analysis
- feature space
- data sets
- random forest
- feature set
- low dimensional
- training set
- nearest neighbor
- feature extraction
- test data
- linear discriminant analysis
- data points
- cost sensitive
- cluster analysis
- neural network
- singular value decomposition
- class labels
- preprocessing
- text categorization
- unsupervised learning
- text classification
- classification accuracy
- association rules
- pattern recognition
- training data
- similarity measure