causal-networks

There are 5 repositories under causal-networks topic.

causalnex
mckinsey / causalnex
A Python library that helps data scientists to infer causation rather than observing correlation.
bayesian-inference bayesian-networks causal-inference causal-models causal-networks causalnex data-science machine-learning
Language:Python 2135
erdogant / bnlearn
Python library for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.
bayesian-inference causal causal-models causal-networks causality-analysis dag directed-acyclic-graph machine-learning parameter-learning python sampling-methods structure-learning
Language:Jupyter Notebook 439
msuzen / looper
A resource list for causality in statistics, data science and physics
statistics statistical-inference bayesian-inference causality-analysis causality data-science physics machine-learning causal-inference meta-learning causal-machine-learning causal-models causality-algorithms causation causal-networks statistical-physics statistical-mechanics causal causal-discovery causal-impact
235
shapFlex
nredell / shapFlex
An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model
shapley shapley-value ensemble machine-learning package r feature-importance shapley-values iml interpretable-machine-learning r-package shap causality causal-inference causal-networks
Language:R 70
Causing
realrate / Causing
Causing: CAUsal INterpretation using Graphs
automatic-differentiation causal-networks causality-analysis dag derivatives do-calculus effects-modeling gnn graph-theory graphs latent-variables mediation-analysis neural-networks python pytorch simultaneous-equation structural-analysis structural-equation-modeling
Language:Python 52
drug2ways / drug2ways
A Python package for drug discovery by analyzing causal paths on multiscale networks
networks-biology systems-biology drug-discovery causal-networks bioinformatics software
Language:Python 26
tjohnson250 / overview_causal_inference
A Brief Overview of Causal Inference (xaringan presentation)
slides causal-inference causal-models causality causal-networks xaringan r
Language:HTML 19
enveda / RPath
Source code and data for "Causal reasoning over knowledge graphs leveraging drug-perturbed and disease-specific transcriptomic signatures for drug discovery"
knowledge-graph causal-networks drug-discovery mechanism-of-action transcriptomics network-biology
Language:Jupyter Notebook 11
TheoLvs / causal-reinforcement-learning
Experiments on Causality & Reinforcement Learning
causal-inference causal-networks causality neurosymbolism reinforcement-learning
Language:Jupyter Notebook 10
csquires / dci
Code and figures for the Differential Causal Inference (DCI) algorithm
causal-inference causal-models causal-networks differential-gene-expression
Language:Jupyter Notebook 8
tr7200 / CBNN_SEM_loss_convergence
Code accompanying my 2021 ASA SDSS paper
causal-inference causality causal-models causality-analysis causal-networks neural-network neural-networks directed-acyclic-graph structural-equation-modeling merchandising tensorflow-probability
Language:Python 5
causalitas / causalitas.github.io
Causality reading group
causality causal-inference machine-learning causal-networks causal-models academic reading-group
Language:CSS 3
drug2ways / results
Applications and validation analyses shown in the manuscript
systems-biology bioinformatics causal-networks drug-discovery
Language:Jupyter Notebook 3
Ariel-Flint-Ashery / Causal-DAGs
Investigation of network geometry and percolation in directed acyclic graphs (MSci Thesis). Maintained by Ariel Flint Ashery and Kevin Teo. Supervisor: Timothy Evans
causal-networks directed-acyclic-graph network-topology networks percolation-theory topological-phases
Language:Python 1
druglogics / cascade
CASCADE - CAncer Signaling CAusality DatabasE
cancer database interactions causal-networks
1
frankaging / ReaSCAN-Causal
Causal Abstraction of Neural Models Trained to Solve ReaSCAN
causal-models causal-networks compositional-generalization deep-learning reascan
Language:Python 1
jabowery / HumesGuillotine
Hume's Guillotine: Beheading the social pseudo-sciences with the Algorithmic Information Criterion for CAUSAL model selection.
causal-discovery causal-inference causal-models causal-networks causality causality-algorithms causality-analysis causation macrosocial social-sciences sociology macrosociology
1
schucan / CLD
A super light-weight web app to create causal loop diagrams (CLD) online. This is useful in Systems Thinking and System Dynamics.
systemdynamics causal-models causal-networks causality-analysis webapp cld
Language:JavaScript 1
soluslab / causalCIM
A Python package for learning and using causal networks via discrete geometry
causal-discovery causal-networks causality graphical-models
Language:Python 1
Camilla9347 / JBI-Special-Issue-BITS-2022
Data processing procedure described in the article submitted to JBI Special Issue
causal-discovery-methods causal-networks gene-network-expansion pc-algorithm
Language:R 0
jamie0725 / BNs-Alternative-Representations-Generator
An auto generator of alternative representations for Bayesian Networks.
bayesian-network causal-networks python2
Language:Python 0
saiteki-kai / appunti-magistrale
appunti magistrale - informatica
artificial-intelligence causal-networks image-processing informatics information-retrieval latex machine-learning university-notes
Language:TeX 0
dondealban / ms-conserv-biol-2017
Materials for 2017 Myanmar causal network paper (Lim et al. 2017. Conservation Biology).
system-dynamics systems-thinking causal-networks causal-loops visualisation
Language:QML
lukoshkin / ml2020
causal-networks dilated-cnn persistence-landscape sequential-autoencoder tda time-series-classification
Language:Jupyter Notebook