Validation of machine learning techniques: decision trees and finite training set.
Chiou Peng LamGeoff A. W. WestTerry M. CaelliPublished in: J. Electronic Imaging (1998)
Keyphrases
- decision trees
- training set
- machine learning algorithms
- machine learning
- training data
- test set
- decision tree induction
- active learning
- naive bayes
- classification accuracy
- training samples
- supervised learning
- training examples
- decision tree algorithm
- predictive accuracy
- nearest neighbor
- base classifiers
- random forest
- induction algorithms
- data mining methods
- cross validation
- class distribution
- data sets
- decision rules
- learning algorithm
- feature space
- support vector machine
- rule induction
- decision tree learning
- multiple classifier systems
- attribute selection
- classification trees
- positive examples
- object classes
- unlabeled data
- classification models
- classification algorithm
- multi class
- machine learning approaches
- text classification
- class labels
- feature construction
- svm classifier
- classification rules
- machine learning methods