Improved AdaBoost.M1 of decision trees with confidence-rated predictions.
Zhipeng XiePublished in: SAC (2009)
Keyphrases
- decision trees
- training data
- decision tree induction
- face detection
- machine learning
- base classifiers
- ensemble methods
- naive bayes
- confidence estimates
- neural network
- random forest
- predictive accuracy
- high predictive accuracy
- object detection
- multi class
- learning algorithm
- training set
- feature selection
- high confidence
- constructive induction
- attribute selection
- data sets
- confidence level
- binary classification problems
- decision tree ensembles
- probability estimates
- improved algorithm
- classification rules
- decision rules
- machine learning algorithms
- detection method
- pairwise