Classification with decision trees from a nonparametric predictive inference perspective.
Joaquín AbellánRebecca M. BakerFrank P. A. CoolenRichard J. CrossmanAndrés R. MasegosaPublished in: Comput. Stat. Data Anal. (2014)
Keyphrases
- decision trees
- predictive accuracy
- training set
- machine learning algorithms
- machine learning
- support vector
- decision rules
- decision tree algorithm
- attribute selection
- classification accuracy
- logistic regression
- decision tree classifiers
- classification method
- feature construction
- predictive modeling
- classification scheme
- classification models
- supervised learning
- training data
- decision tree learning
- benchmark datasets
- decision tree learning algorithm
- image classification
- concept drifting data streams
- pattern recognition
- classification rules
- decision tree induction
- bayesian networks
- feature extraction
- feature selection
- fuzzy decision trees
- predictive model
- data mining methods
- rule sets
- data sets
- class labels
- feature vectors
- text classification
- feature set