A First Experimental Study on Functional Dependencies for Imbalanced Datasets Classification.
Marie Le GuillyJean-Marc PetitMarian ScuturiciPublished in: ISIP (2018)
Keyphrases
- experimental study
- functional dependencies
- imbalanced datasets
- relational databases
- class imbalance
- cost sensitive learning
- integrity constraints
- decision trees
- class distribution
- feature extraction
- conflict free
- xml documents
- classification accuracy
- sampling methods
- machine learning
- database design
- feature vectors
- imbalanced data
- cost sensitive
- supervised learning
- feature selection
- training samples
- ensemble methods
- multi class
- training dataset
- support vector machine
- databases
- benchmark datasets
- misclassification costs
- nearest neighbour
- feature selection algorithms
- high dimensionality
- machine learning algorithms
- machine learning methods