Instance Reduction for Avoiding Overfitting in Decision Trees.
Asma' AmroMousa T. Al-AkhrasKhalil M. El HindiMohamed HabibBayan Abu ShawarPublished in: J. Intell. Syst. (2021)
Keyphrases
- decision trees
- logistic regression
- decision tree induction
- predictive accuracy
- naive bayes
- machine learning
- decision tree algorithm
- random forest
- data mining methods
- training data
- machine learning algorithms
- attribute selection
- constructive induction
- reduction method
- data mining
- training set
- random forests
- classification rules
- decision rules
- ensemble methods
- base classifiers
- error rate
- decision table
- multi class
- rule induction
- attribute reduction
- cross validation
- semi supervised
- information retrieval
- boosted decision trees