Improving Accuracy of Decision Trees Using Clustering Techniques.
Javier Torres NiñoAlejandro Rodríguez GonzálezRicardo Colomo PalaciosEnrique Jiménez-DomingoGiner Alor-HernándezPublished in: J. Univers. Comput. Sci. (2013)
Keyphrases
- decision trees
- predictive accuracy
- clustering algorithm
- high accuracy
- k means
- self organizing maps
- rule induction
- error rate
- classification accuracy
- rule sets
- clustering method
- prediction accuracy
- combination of multiple classifiers
- hierarchical clustering
- data clustering
- unsupervised learning
- computational cost
- website
- logistic regression
- data sets
- decision rules
- information theoretic
- classification rules
- cluster analysis
- rough sets
- knn
- data mining tasks
- computational complexity