PyBalance

Getting Started

  • Introduction
  • Installation instructions
  • Demos
    • Matching Data
    • Balance Calculators
    • Propensity Score Matcher
    • Genetic Matcher
    • Constraint Satisfaction Matcher
    • Cardinality matching

API

  • API documentation

License & Help

  • License
  • Help
PyBalance
  • Demos
  • View page source

Demos

Demos

  • Matching Data
    • Initializing MatchingData
    • Exploring MatchingData
    • Visualizing MatchingData
  • Balance Calculators
    • Fit Balance Calculator
    • Balance between pool and target
    • Balance between subset of pool and target
    • Balance between several subsets simultaneously
    • Basic Genetic Optimizer
  • Propensity Score Matcher
    • Optimize Beta (Mean Absolute SMD)
    • Improve upon PropensityScoreMatcher solution with ConstraintSatisfactionMatcher
  • Genetic Matcher
    • Optimize Beta (Mean Absolute SMD)
    • Optimize Beta^2
    • Optimize Gamma (Area Between CDFs)
  • Constraint Satisfaction Matcher
    • Optimize Beta (Mean Absolute SMD)
    • Optimize Beta With Cross Terms Added
    • Optimize Gamma (Area Between CDFs)
  • Cardinality matching
    • Optimize pool size with balance constraint
    • Optimize balance with size and balance constraints
    • Optimize balance without balance constraint
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© Copyright 2024 - Bayer AG - Stephen Privitera, Hooman Sedghamiz, Alex Hartenstein, Abhishek Choudhary.

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