Recognition and classification of colon cells applying the ensemble of classifiers.
Michal KrukStanislaw OsowskiRobert KoktyszPublished in: Comput. Biol. Medicine (2009)
Keyphrases
- ensemble classifier
- multiple classifiers
- final classification
- majority voting
- classifier ensemble
- classification models
- classification algorithm
- training set
- multiple classifier systems
- individual classifiers
- support vector
- accurate classifiers
- classification method
- pattern recognition
- decision tree classifiers
- feature selection
- decision trees
- concept drifting data streams
- classification systems
- classification rate
- handwritten digit recognition
- ensemble learning
- class labels
- supervised classification
- svm classifier
- recognition rate
- ensemble classification
- automatic recognition
- machine learning methods
- feature extraction
- combining classifiers
- decision boundary
- classification process
- multiclass classification
- feature set
- training data
- object recognition
- feature vectors
- classification decisions
- classifier combination
- k nearest neighbour
- multi category
- weak classifiers
- ensemble pruning
- supervised learning
- random forests
- generalization ability
- machine learning algorithms
- binary classifiers
- randomized trees
- probabilistic classifiers
- nearest neighbor classifiers
- highly discriminative
- training samples
- support vector machine svm
- accurate classification
- weak learners
- binary classification problems
- benchmark datasets
- pruning algorithm
- random forest
- multi class
- neural network
- support vector machine
- feature ranking
- classification accuracy
- combination of multiple classifiers
- text classification
- image classification
- class probabilities