Ensembles of case-based reasoning classifiers in high-dimensional biological domains.
Niloofar ArshadiIgor JurisicaPublished in: WIREs Data Mining Knowl. Discov. (2011)
Keyphrases
- case based reasoning
- high dimensional
- ensemble learning
- decision trees
- classifier ensemble
- ensemble classifier
- diversity measures
- multiple classifier systems
- training samples
- case base
- combining classifiers
- weighted voting
- small sample
- ensemble methods
- low dimensional
- imbalanced data
- training data
- high dimensionality
- majority voting
- biological data
- feature selection
- feature ranking
- classifier combination
- support vector
- microarray data
- base classifiers
- individual classifiers
- cbr systems
- case retrieval
- similarity search
- high dimensional data
- dimensionality reduction
- data points
- multiple classifiers
- class imbalanced
- combining multiple
- random forests
- multi class
- classification algorithm
- nearest neighbor
- naive bayes
- data sets
- base learners
- expert systems
- ensemble members
- highly discriminative
- svm classifier
- machine learning methods
- cross domain
- linear classifiers
- classification systems
- fusion methods