Why Did This Model Forecast This Future? Information-Theoretic Saliency for Counterfactual Explanations of Probabilistic Regression Models.
Chirag RamanAlec NonnemakerAmelia Villegas-MorcilloHayley HungMarco LoogPublished in: NeurIPS (2023)
Keyphrases
- information theoretic
- regression model
- theoretic framework
- information theory
- mutual information
- regression analysis
- linear model
- probabilistic model
- multiple linear regression
- information bottleneck
- log likelihood
- prediction model
- feature selection
- parameter estimation
- high dimensional
- regression methods
- image processing
- data mining