jjcherian / fairauditLinks
Statistical inference for fairness auditing
☆13Updated 2 years ago
Alternatives and similar repositories for fairaudit
Users that are interested in fairaudit are comparing it to the libraries listed below
Sorting:
- R package to compute distribution-free prediction bands using density estimators☆9Updated 4 years ago
- Code to reproduce the numerical experiments in the paper Domain adaptation under structural causal models by Yuansi Chen and Peter Bühlma…☆18Updated 4 years ago
- Conformal Bayes with importance sampling☆21Updated 3 years ago
- Data for and description of the ACIC 2023 data competition☆32Updated 2 years ago
- Demo data and code for "Sense and Sensitivity Analysis: Simple Post-Hoc Analysis of Bias Due to Unobserved Confounding".☆26Updated 3 years ago
- Python package for (conditional) independence testing and statistical functions related to causality.☆28Updated 2 months ago
- Conditional calibration of conformal p-values for outlier detection.☆36Updated 2 years ago
- The pygformula implements the parametric g-formula in Python. The parametric g-formula (Robins, 1986) uses longitudinal data with time-va…☆30Updated 4 months ago
- ☆15Updated last year
- Stochastic tree ensembles (BART / XBART) for supervised learning and causal inference☆50Updated 2 weeks ago
- A package for conformal prediction with conditional guarantees.☆61Updated 5 months ago
- Assessing Disparate Impacts of Personalized Interventions: Identifiability and Bounds☆12Updated 5 years ago
- Statistical Inference and Sure Independence Screening via Ball Statistics☆32Updated last month
- Confidence sequences and uniform boundaries☆66Updated 9 months ago
- Algorithm-agnostic significance testing in supervised learning with multimodal data☆9Updated this week
- The holdout randomization test: feature selection using black box predictive models☆21Updated 4 years ago
- Tools for conformal inference in regression☆248Updated 11 months ago
- Comparisons between best subset selection and other popular sparse regression estimators☆86Updated 2 years ago
- Nested cross-validation for accurate confidence intervals for prediction error.☆41Updated 3 years ago
- TensorFlow implementation of 'Core', proposed in "Conditional Variance Penalties and Domain Shift Robustness".☆10Updated 6 years ago
- GRAPL: A computational library for nonparametric structural causal modelling, analysis and inference☆83Updated 7 months ago
- Course materials for Advanced Topics in Statistical Learning, Spring 2023☆47Updated 3 weeks ago
- Wrap around any model to output differentially private prediction sets with finite sample validity on any dataset.☆18Updated last year
- Materials for STAT 991: Topics In Modern Statistical Learning (UPenn, 2022 Spring) - uncertainty quantification, conformal prediction, ca…☆173Updated last year
- ☆20Updated last year
- Course materials of "Bayesian Modelling and Probabilistic Programming with Numpyro, and Deep Generative Surrogates for Epidemiology"☆67Updated 5 months ago
- Making it easier to build stable, trustworthy data-science pipelines based on the PCS framework.☆71Updated last year
- A python library to discover and mitigate biases in machine learning models and datasets☆20Updated 2 years ago
- An Interface to Specify Causal Graphs and Compute Balke Bounds☆22Updated 5 months ago
- The code for the paper *The Sensitivity of Counterfactual Fairness to Unmeasured Confounding* @ UAI 2019☆11Updated 5 years ago