A data reduction approach for resolving the imbalanced data issue in functional genomics.
Kihoon YoonStephen KwekPublished in: Neural Comput. Appl. (2007)
Keyphrases
- data reduction
- imbalanced data
- functional genomics
- feature selection
- data compression
- high dimensionality
- gene expression
- data analysis
- microarray
- preprocessing
- knowledge discovery
- class distribution
- classification rules
- data mining
- classification accuracy
- text mining
- classification models
- singular value decomposition
- support vector machine
- random forest
- class imbalance
- life sciences
- feature extraction
- ensemble methods
- model selection
- sampling methods
- pattern recognition
- neural network
- multi class
- decision trees
- machine learning
- high dimensional data