CITK

User Guides

  • Installation
  • Quickstart
  • How to Choose a Conditional Independence Test
  • Interpreting Test Results

Theoretical Foundations

  • What is Conditional Independence?
  • A Taxonomy of Conditional Independence Tests

Conditional Independence Tests

  • Conditional Independence Test Reference

API Reference

  • API Reference

Development

  • Contributing
  • Changelog
CITK
  • Welcome to the documentation!
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Welcome to the documentation!

This library provides a comprehensive suite of tools for performing conditional independence testing. This documentation serves as a practical user guide and a research reference for the underlying statistical theory.

User Guides

  • Installation
  • Quickstart
    • Example: Running PC with a CITK Test
  • How to Choose a Conditional Independence Test
    • Key Considerations
    • Summary Table
  • Interpreting Test Results
    • The P-Value
    • Accessing the Results

Theoretical Foundations

  • What is Conditional Independence?
    • Formal Definition
    • Intuitive Explanation
    • Why It Matters in Causal Discovery
  • A Taxonomy of Conditional Independence Tests
    • 1. Correlation-Based Tests
    • 2. Contingency Table-Based Tests
    • 3. Regression-Based Tests
    • 4. Kernel-Based Tests
    • 5. Machine Learning-Based Tests

Conditional Independence Tests

  • Conditional Independence Test Reference
    • Chi-Squared Test
    • G-Squared Test
    • Fisher’s Z Test
    • Spearman’s Rho Test
    • Logistic Regression Test
    • Poisson Regression Test
    • Linear Regression Test
    • Kernel Conditional Independence (KCI) Test
    • Random Forest CI Test
    • Double Machine Learning (DML) CI Test
    • Conformalized Residual Independence Test (CRIT)
    • E-Value Double Machine Learning (EDML) CI Test

API Reference

  • API Reference
    • Simple CI Tests
    • Statistical Model-Based Tests
    • Machine Learning-Based Tests

Development

  • Contributing
  • Changelog
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