conditional-independence

There are 0 repository under conditional-independence topic.

majianthu / transferentropy
Code for the paper "Estimating Transfer Entropy via Copula Entropy"
granger-causality copula-entropy transfer-entropy time-series-analysis conditional-independence causal-discovery
Language:R 37
ericstrobl / RCIT
The Randomized Conditional Independence Test (RCIT) and the Randomized conditional Correlation Test (RCoT)
causal-inference conditional-independence
Language:R 23
syanga / pycit
(Conditional) Independence testing & Markov blanket feature selection using k-NN mutual information and conditional mutual information estimators. Supports continuous, discrete, and mixed data, as well as multiprocessing.
mutual-information-estimators independence-testing knn-estimator discrete-continuous-mixtures conditional-independence
Language:Python 20
biona001 / Knockoffs.jl
Variable Selection with Knockoffs
lasso model-selection variable-selection group-knockoffs knockoffs multiple-knockoffs conditional-independence conditional-independence-test false-discovery-rate knockoff-filter fdr genomics bioinformatics feature-selection hypothesis-testing
Language:Julia 6
pni-lab / mlconfound
Tools for analyzing and quantifying effects of confounder variables on machine learning model predictions.
confounders machine-learning predictive-modeling permutation-test conditional-independence python
Language:Jupyter Notebook 6
biona001 / GhostKnockoffGWAS
Package for analyzing GWAS summary statistics data
conditional-independence false-discovery-rate fdr genomics gwas knockoffs summary-statistics variable-selection
Language:Julia 4
yromano / fair_dummies
implementation of fair dummies
fairness fairness-ml fairness-awareness-model fairness-assessment fairness-testing equalized-odds conditional-independence neural-network prediction-intervals regression multiclass-classification
Language:Jupyter Notebook 3
callmespring / dgcit
DGCIT: Double Generative Adversarial Networks for Conditional Independence Testing (JMLR, 2021)
conditional-independence generative-adversarial-networks hypothesis-testing
Language:Python 2
baptistar / SING
Learning non-Gaussian graphical models
conditional-independence graphical-models transport-maps
Language:Python 1
bossemel / Flow_PC
Flow-based PC algorithm for causal discovery using Normalizing Flows
causal-discovery deep-learning normalizing-flows copulas mutual-information conditional-independence
Language:Python 1
pni-lab / mlconfound-manuscript
Analysis code and Latex source of the manuscript describing the conditional permutation test of confounding bias in predictive modelling.
machine-learning confounder statistical-tests conditional-independence permutation-test
Language:Jupyter Notebook 1
majianthu / cda
Code for the paper "Causal Domain Adaptation with Copula Entropy based Conditional Independence Test"
causal-discovery causality conditional-independence copula copula-entropy domain-adaptation transfer-learning
Language:R 0
gmurro / fanta-bayesian-net
Bayesian Network applied to the context of italian Fantasy Football for Fundamentals of Artificial Intelligence and Knowledge Representation class at @UNIBO
uncertainty bayesian-networks bayesian-inference fantasy-football conditional-independence
Language:Jupyter Notebook
MrEliptik / BayesianNetworkIndependenceChecker
An algorithm to create a bayesian network and check independance of the variables
bayesian bayesian-network conditional-independence d-separability
Language:Python