An Explainable Feature Selection Approach for Fair Machine Learning.
Zhi YangZiming WangChangwu HuangXin YaoPublished in: ICANN (8) (2023)
Keyphrases
- feature selection
- machine learning
- text classification
- machine learning methods
- text categorization
- mutual information
- support vector machine
- feature ranking
- machine learning algorithms
- classification accuracy
- learning systems
- feature engineering
- active learning
- model selection
- computer vision
- learning algorithm
- feature selection algorithms
- high dimensionality
- machine learning approaches
- information extraction
- support vector
- feature space
- pattern recognition
- irrelevant features
- inductive logic programming
- data mining
- decision trees
- natural language
- computer science
- naive bayes
- feature construction
- discriminative features
- selected features
- neural network
- forward selection
- feature generation
- method for feature selection
- feature subset
- microarray data
- learning tasks
- kernel methods
- statistical methods
- unsupervised learning
- feature set
- dimensionality reduction
- computational intelligence
- knowledge representation
- feature vectors