Causal Feature Selection for Algorithmic Fairness.
Sainyam GalhotraKarthikeyan ShanmugamPrasanna SattigeriKush R. VarshneyPublished in: SIGMOD Conference (2022)
Keyphrases
- feature selection
- text categorization
- markov blanket
- mutual information
- classification accuracy
- bayesian networks
- support vector
- text classification
- causal relationships
- selected features
- classification models
- machine learning
- feature set
- irrelevant features
- causal relations
- conditional mutual information
- feature ranking
- method for feature selection
- multi class
- support vector machine
- feature selection and classification
- feature selection algorithms
- unsupervised feature selection
- redundant features
- feature weighting
- multi task
- feature subset
- high dimensionality
- game theory
- model selection
- dimensionality reduction
- knn
- causal inference
- selecting relevant features
- informative features
- causal reasoning
- small sample
- directed acyclic graph
- microarray data
- naive bayes
- genetic algorithm