Preprocessing Matters: Automated Pipeline Selection for Fair Classification.
Vladimiro González-ZelayaJulián SalasDennis PranglePaolo MissierPublished in: MDAI (2023)
Keyphrases
- preprocessing
- automated classification
- classification accuracy
- pattern recognition
- machine learning
- classification method
- feature extraction
- image classification
- classification algorithm
- pattern classification
- classification systems
- machine learning methods
- fully automated
- automatic classification
- feature vectors
- feature selection
- roc curve
- classification models
- benchmark datasets
- classification process
- data preprocessing
- support vector machine svm
- training samples
- clustering algorithm
- decision trees
- text classification
- active learning
- decision rules
- feature set
- preprocessing steps
- semi automated
- support vector machine
- classification rate
- classification scheme
- supervised learning
- document classification
- recognition rate
- cost sensitive
- post processing
- computer aided
- naive bayes