Fair regression via plug-in estimator and recalibration with statistical guarantees.
Evgenii ChzhenChristophe DenisMohamed HebiriLuca OnetoMassimiliano PontilPublished in: NeurIPS (2020)
Keyphrases
- regression function
- gaussian process regression
- confidence intervals
- regression model
- linear regression
- multivariate regression
- statistical models
- statistical analysis
- maximum likelihood
- least squares
- statistical information
- information theoretic
- error estimation
- variance estimator
- support vector regression
- statistical approaches
- simple linear
- regression problems
- hypothesis testing
- regression analysis
- machine learning
- statistical methods
- data driven
- motion estimation
- optical flow