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causal-networks

mckinsey/causalnex

A Python library that helps data scientists to infer causation rather than observing correlation.

Python
2361
1 年前

Python package for Causal Discovery by learning the graphical structure of Bayesian networks. Structure Learning, Parameter Learning, Inferences, Sampling methods.

Jupyter Notebook
531
1 个月前

An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model

R
75
5 年前

A Python package for drug discovery by analyzing causal paths on multiscale networks

Python
27
1 年前

A Brief Overview of Causal Inference (xaringan presentation)

HTML
20
6 天前

Source code and data for "Causal reasoning over knowledge graphs leveraging drug-perturbed and disease-specific transcriptomic signatures for drug discovery"

Jupyter Notebook
19
1 年前

Experiments on Causality & Reinforcement Learning

Jupyter Notebook
10
5 年前

Code and figures for the Differential Causal Inference (DCI) algorithm

Jupyter Notebook
8
7 年前

A super light-weight web app to create causal loop diagrams (CLD) online. This is useful in Systems Thinking and System Dynamics.

JavaScript
4
1 年前

Análise Robusta de Intervenções para Ansiedade com Técnicas de Tratamento de Dados Ausentes

Jupyter Notebook
4
6 个月前

Hume's Guillotine: Beheading the social pseudo-sciences with the Algorithmic Information Criterion for CAUSAL model selection.

4
6 天前

Applications and validation analyses shown in the manuscript

Jupyter Notebook
3
5 年前

Project Risk Analysis

R
2
4 个月前

Investigation of network geometry and percolation in directed acyclic graphs (MSci Thesis). Maintained by Ariel Flint Ashery and Kevin Teo. Supervisor: Timothy Evans

Python
1
2 年前

CASCADE - CAncer Signaling CAusality DatabasE

1
4 年前

Causal Abstraction of Neural Models Trained to Solve ReaSCAN

Python
1
4 年前