Fast Search-By-Classification for Large-Scale Databases Using Index-Aware Decision Trees and Random Forests.
Christian LülfDenis Mayr Lima MartinsMarcos Antonio Vaz SallesYongluan ZhouFabian GiesekePublished in: Proc. VLDB Endow. (2023)
Keyphrases
- random forests
- decision trees
- machine learning algorithms
- random forest
- databases
- ensemble methods
- logistic regression
- tree ensembles
- regression forests
- classification and regression trees
- accurate classifiers
- indexing techniques
- classification models
- training data
- randomized trees
- naive bayes
- classification accuracy
- database
- machine learning
- training set
- search space
- data mining
- machine learning methods
- decision tree ensembles
- regression problems
- relational databases
- feature set
- regression trees
- classification trees
- multi label
- text classification
- knowledge discovery
- base classifiers
- relational data
- feature selection
- support vector machine svm
- genetic programming
- data sources
- data model
- image segmentation