Fair-Seldonian

User Guide

  • Introduction
    • Motivation
    • Problem Formulation
    • Framework Overview
    • Constraint Specification
    • Confidence Bound Propagation
  • Getting Started
    • Installation
      • Dependencies
    • Running Experiments
    • Library Usage
    • Configuration
    • Extending the Framework

Algorithm Details

  • Mathematical Background
    • Notation
    • Quasi-Seldonian Algorithm
    • Delta Splitting
    • Interval Arithmetic
    • Predicted Bounds
  • Algorithm Variants
    • Baseline QSA (base)
    • Modified Confidence Interval (mod)
    • Constant-Aware Delta Allocation (const)
    • Union Bound Optimization (bound)
    • All Optimizations (opt)
    • Lagrangian/KKT Optimization

API Reference

  • fair_seldonian package
    • Subpackages
      • fair_seldonian.algorithms package
      • fair_seldonian.constraints package
      • fair_seldonian.data package
      • fair_seldonian.experiments package
      • fair_seldonian.models package
    • Submodules
    • fair_seldonian.config module
      • SeldonianConfig
    • Module contents

Bibliography

  • Bibliography
Fair-Seldonian
  • Overview: module code

All modules for which code is available

  • fair_seldonian.algorithms.qsa
  • fair_seldonian.config
  • fair_seldonian.constraints.bounds
  • fair_seldonian.constraints.expression_tree
  • fair_seldonian.constraints.expression_tree_ext
  • fair_seldonian.constraints.inequalities
  • fair_seldonian.data.synthetic
  • fair_seldonian.experiments.plots
  • fair_seldonian.experiments.results
  • fair_seldonian.experiments.runner
  • fair_seldonian.models.logistic_regression

© Copyright 2026, Parul Gupta.

Built with Sphinx using a theme provided by Read the Docs.