Improved classification of medical data using abductive network committees trained on different feature subsets.
R. E. Abdel-AalPublished in: Comput. Methods Programs Biomed. (2005)
Keyphrases
- medical data
- feature subset
- classification accuracy
- feature subset selection
- feature selection
- classification models
- final classification
- training set
- svm classifier
- medical images
- ensemble feature selection
- irrelevant features
- medical information
- feature set
- feature ranking
- pattern recognition
- medical data mining
- method for feature selection
- decision trees
- selection algorithm
- support vector
- redundant features
- machine learning
- medical records
- selected features
- clinical data
- feature selection algorithms
- classification algorithm
- high dimensionality
- text classification
- feature space
- data sets
- generalization ability
- multi layer perceptron
- optimization method
- genetic algorithm ga
- support vector machine
- single feature
- training data
- feature extraction
- learning algorithm