Tree-Structured Boosting: Connections Between Gradient Boosted Stumps and Full Decision Trees.
José-Marcio LunaEric EatonLyle H. UngarEric DiffenderferShane T. JensenEfstathios D. GennatasMateo WirthCharles B. Simone IITimothy D. SolbergGilmer ValdesPublished in: CoRR (2017)
Keyphrases
- decision trees
- base classifiers
- classification trees
- tree induction
- random forests
- ensemble methods
- decision tree induction
- decision tree learning
- tree construction
- regression trees
- decision stumps
- boosted decision trees
- decision tree algorithm
- decision forest
- leaf nodes
- tree structure
- decision tree ensembles
- naive bayes
- weighted sums
- random forest
- decision tree classifiers
- decision tree learning algorithm
- training data
- tree structured data
- predictive accuracy
- multi class
- logistic regression
- machine learning algorithms
- multivariate decision trees
- ensemble learning
- fuzzy decision trees
- structured data
- training set
- learning algorithm
- induction algorithms
- decision tree induction algorithm
- meta learning
- image gradient
- ensemble classifier
- class distribution
- inductive learning
- training samples
- cost sensitive
- decision rules
- class labels
- tree nodes
- machine learning
- feature selection
- reduced error pruning
- data structure
- text categorization
- regression method
- spanning tree
- data sets
- boosting algorithms
- base learners