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citk 0.1.0
citk 0.1.0

Tutorial

  • Tutorial: a first conditional-independence call

How-to

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

Tests

  • Conditional Independence Test Reference
    • Fisher’s Z Test
    • Spearman’s Rho Test
    • Chi-Squared Test
    • G-Squared Test
    • Regression-Based Conditional Independence (RegressionCI) Test
    • Symmetric Mixed-Model Conditional Independence (CiMM) Test
    • Nearest-Neighbor Conditional Mutual Information (CMIknn) Test
    • Mixed-Data Nearest-Neighbor CMI (CMIknnMixed) Test
    • Multivariate Mixed kNN-CMI (mCMIkNN) Test
    • Kernel Conditional Independence (KCI) Test
    • Randomized Conditional Independence Test (RCIT)
    • Randomized Conditional Correlation Test (RCoT)
    • Generalised Covariance Measure (GCM) Test
    • Weighted Generalised Covariance Measure (WGCM) Test
    • Projected Covariance Measure (PCM) Test
    • Discretised Chi-Squared (DiscChiSq) Test
    • Discretised G-Squared (DiscGSq) Test
    • Dummy-Encoded Fisher’s Z (DummyFisherZ) Test
    • Hartemink Discretisation + Chi-Squared (HarteminkChiSq) Test

Reference

  • Reference
    • citk
      • citk.exceptions
      • citk.tests
        • citk.tests.adapter_tests
        • citk.tests.base
        • citk.tests.contingency_table_tests
        • citk.tests.kernel_tests
        • citk.tests.ml_based_tests
        • citk.tests.nearest_neighbor_tests
        • citk.tests.partial_correlation_tests
        • citk.tests.regression_tests

Explanation

  • Explanation
    • What is Conditional Independence?
    • A Taxonomy of Conditional Independence Tests
    • API Stability — v0.1.0 Contract

Development

  • Contributing
  • Changelog
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Explanation¶

Conceptual material on conditional-independence testing, the survey taxonomy citk follows, and the v0.1.0 API stability contract. These pages are aimed at readers who want to understand why a particular test is valid under particular assumptions — or who plan to cite the library in a paper.

  • What is Conditional Independence?
  • A Taxonomy of Conditional Independence Tests
  • API Stability — v0.1.0 Contract
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What is Conditional Independence?
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