rguo12/awesome-causality-algorithms

An index of algorithms for learning causality with data

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CausalInferenceLab/causal-inference-practice

가짜연구소 <인과추론과 실무> 프로젝트

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erdogant/bnlearn

Python library for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.

Language: Jupyter Notebook - Size: 28.1 MB - Last synced: about 3 hours ago - Pushed: 19 days ago - Stars: 445 - Forks: 44

cdt15/lingam

Python package for causal discovery based on LiNGAM.

Language: Python - Size: 5.98 MB - Last synced: 3 days ago - Pushed: about 1 month ago - Stars: 344 - Forks: 50

itamarst/eliot

Eliot: the logging system that tells you *why* it happened

Language: Python - Size: 1.91 MB - Last synced: about 18 hours ago - Pushed: 2 months ago - Stars: 1,087 - Forks: 65

m4urin/temporal-causal-discovery

Researching causal relationships in time series data using Temporal Convolutional Networks (TCNs) combined with attention mechanisms. This approach aims to identify complex temporal interactions. Additionally, we're incorporating uncertainty quantification to enhance the reliability of our causal predictions.

Language: Jupyter Notebook - Size: 61.6 MB - Last synced: 7 days ago - Pushed: 7 days ago - Stars: 3 - Forks: 0

mrosol/Nonlincausality

Python package for Granger causality test with nonlinear forecasting methods.

Language: Python - Size: 213 KB - Last synced: 17 days ago - Pushed: about 2 months ago - Stars: 55 - Forks: 12

deepcausality-rs/deep_causality

Hyper-geometric computational causality library for Rust

Language: Rust - Size: 6.88 MB - Last synced: 7 days ago - Pushed: about 1 month ago - Stars: 121 - Forks: 7

OscarEngelbrektson/SyntheticControlMethods

A Python package for causal inference using Synthetic Controls

Language: Python - Size: 69.8 MB - Last synced: 5 days ago - Pushed: 3 months ago - Stars: 158 - Forks: 45

jabowery/HumesGuillotine

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

Size: 62.2 MB - Last synced: 20 days ago - Pushed: 20 days ago - Stars: 1 - Forks: 0

NCBI-Hackathons/MR_BACOn

Mendelian Randomization with Biomarker Associations for Causality with Outcomes

Language: R - Size: 29 MB - Last synced: 16 days ago - Pushed: over 5 years ago - Stars: 22 - Forks: 9

inovex/justcause

💊 Comparing causality methods in a fair and just way.

Language: Jupyter Notebook - Size: 7.52 MB - Last synced: 1 day ago - Pushed: about 4 years ago - Stars: 138 - Forks: 15

DataCanvasIO/YLearn

YLearn, a pun of "learn why", is a python package for causal inference

Language: Python - Size: 12.2 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 373 - Forks: 69

mikenguyen13/causalverse

CausalVerse: An R toolkit expediting causal research & analysis. Streamlines complex methodologies, empowering users to unveil causal relationships with precision. Your go-to for insightful causality exploration.

Language: R - Size: 11.9 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 1 - Forks: 0

PathwayAndDataAnalysis/causalpath

A project for exploring differentially active signaling paths related to proteomics datasets

Language: Java - Size: 12.6 MB - Last synced: 19 days ago - Pushed: 3 months ago - Stars: 30 - Forks: 10

msuzen/looper

A resource list for causality in statistics, data science and physics

Size: 506 KB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 222 - Forks: 27

nitinjosephrepo/Google-Causal-Impact-Inferring-the-effect-of-an-event

The Causal Impact model lets you examine ecommerce and marketing time series data to understand whether changes have led to a statistically significant performance improvement. Here's how to use PyCausalImpact to analyse changes in marketing activity or in this case on Boeing stock price

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JBris/synthetic-control-pymc

Tutorials for the synthetic control method for causal inference using PyMC

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williantleite/DML_in_Finance

Master's degree thesis project using Debiased Machine Learning to estimate treatment effects from economic policy in US funds performance.

Language: Python - Size: 49 MB - Last synced: 3 months ago - Pushed: 9 months ago - Stars: 1 - Forks: 0

mboissel/MR_training

Starter Pack About Mendelian Randomization. My Feedback about MR traning followed in 2020.

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realrate/Causing

Causing: CAUsal INterpretation using Graphs

Language: Python - Size: 4.54 MB - Last synced: about 19 hours ago - Pushed: 1 day ago - Stars: 52 - Forks: 8

adam-zlatniczki/dimensional_causality

This project contains the implementation of the Dimensional Causality method proposed in Benko, Zlatniczki, Fabo, Solyom, Eross, Telcs & Somogyvari (2018) - Exact Inference of Causal Relation in Dynamical Systems.

Language: C++ - Size: 689 KB - Last synced: 7 months ago - Pushed: about 5 years ago - Stars: 8 - Forks: 5

Olanrewaju-Oresotu/Data-Science-Portforlio

Here you will find my Data science and Machine learning Projects

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LeihuaYe/Causal-Inference-Using-Quasi-Experimental-Methods

Causal Inference Using Quasi-Experimental Methods

Size: 26.4 KB - Last synced: 7 months ago - Pushed: over 3 years ago - Stars: 17 - Forks: 9

MichiganNLP/vlog_action_reason

Identifying reasons for human actions in lifestyle vlogs.

Language: Python - Size: 86.8 MB - Last synced: 8 months ago - Pushed: over 2 years ago - Stars: 17 - Forks: 2

mrsamsami/Causality

Causal analysis and inference using observational and interventional dataset. It contains tools for graph structure recovery.

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schucan/CLD

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

Language: JavaScript - Size: 1.52 MB - Last synced: 9 months ago - Pushed: almost 3 years ago - Stars: 1 - Forks: 0

nathaliemayor/Causal_Econometrics

Causal Econometrics (M.A. course at UNISG, Python code)

Language: Python - Size: 708 KB - Last synced: 9 months ago - Pushed: about 2 years ago - Stars: 0 - Forks: 3

diogovalentepcs/puc_chile-CausalInference

Multiple projects for Envrionmental Impact Evaluation and Social Policies Evaluation (Avg Grade: 19.5/20)

Language: Stata - Size: 4.64 MB - Last synced: 9 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

rodolphomacedo/statistical_rethinking_pt_BR

Notes about Statistical Rethinking | Richard McElreath

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zjutvis/VAC2

VAC^2: Visual Analysis of Combined Causality in Event Sequences

Language: JavaScript - Size: 16.1 MB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 3 - Forks: 1

jlrzarcor/proj-met-causalinfer

Repositorio para el proyecto final de la clase Métodos Analíticos del Prof. Felipe González; ITAM MCD2023

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shafayetShafee/tidycausal

Provides some functions for calculating causal effects.

Language: R - Size: 216 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 0 - Forks: 1

kristywhim/451-DRE

Class project in Causal Inference, link below:

Size: 255 MB - Last synced: 3 months ago - Pushed: 12 months ago - Stars: 0 - Forks: 1

prateekguptaiiitk/Causal_Relation_Extraction

Causal Relation Extraction and Identification using Conditional Random Fields

Language: Jupyter Notebook - Size: 1.91 MB - Last synced: about 1 year ago - Pushed: almost 5 years ago - Stars: 24 - Forks: 9

tr7200/CBNN_SEM_loss_convergence

Code accompanying my 2021 ASA SDSS paper

Language: Python - Size: 665 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 5 - Forks: 2

UzmaHasan/KCRL

Causal Discovery with Prior Knowledge

Language: Python - Size: 808 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 5 - Forks: 0

ichalkiad/cryptogpcausality

This repository contains the code for the paper "Sentiment-driven statistical causality in multimodal systems", by Ioannis Chalkiadakis, Anna Zaremba, Gareth W. Peters and Michael J. Chantler.

Language: MATLAB - Size: 121 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 4 - Forks: 2

UzmaHasan/HTE-estimation-using-Causal-Trees

Causal Inference in Healthcare Settings

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jakobrunge/tigramite_old

Tigramite is a time series analysis python module for linear and information-theoretic causal inference. Version 3.0 described in http://arxiv.org/abs/1702.07007 is available at https://github.com/jakobrunge/tigramite!

Language: Python - Size: 1.02 MB - Last synced: about 1 year ago - Pushed: about 7 years ago - Stars: 29 - Forks: 7

vettorefburana/Difference-in-Differences

Causal inference between minimum wage and employment using difference in differences

Language: R - Size: 504 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 1 - Forks: 0

swarna-kpaul/genfact

Counterfactual causal analysis

Language: Python - Size: 160 KB - Last synced: 6 days ago - Pushed: almost 3 years ago - Stars: 1 - Forks: 2

JarodYv/pytetrad

A Powerful Python Library for Causal Inference

Language: Python - Size: 1.67 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 4 - Forks: 1

aarushi-vermaa/causal_inference_denver_star_program Fork of MIDS-at-Duke/uds-2022-701-team-5

uds-2022-701-team-5 created by GitHub Classroom

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Dr-Spicy/Causal-Inference-on-Covid-19-USA

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ogencoglu/causal_twitter_modeling_covid19

Source code for the paper "Causal Modeling of Twitter Activity during COVID-19". Computation, 2020.

Language: Jupyter Notebook - Size: 625 KB - Last synced: about 1 month ago - Pushed: 11 months ago - Stars: 9 - Forks: 2

ecolology/causality-presentation

'A brief introduction to causal assumptions in statistical models' presentation for the James Cook University CodeR group based in Townsville and Cairns, Australia.

Language: R - Size: 12.3 MB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 1 - Forks: 0

mahboobehad/ocausal

Outlier Causal Relationship Detecotor

Language: Jupyter Notebook - Size: 300 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 1 - Forks: 0

AhmedOsman00py/Analyse-causale

projet de causalité

Language: RMarkdown - Size: 736 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 0

imnikhilanand/Does-Job-Training-Makes-A-Difference

This project analyses whether people who have attained job trainings makes more money than those who have not attained these trainings.

Language: Python - Size: 114 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 0

pruthvireddy/causal-inf-nuggets

A repo for resources, tools, and techniques one can use for Causal Inference.

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dalvarez83/Gender_Experiment

R Code and reporting output for randomized causal inference study to answer question on whether there is bias in following directions from gendered voices.

Language: TeX - Size: 2 MB - Last synced: 12 months ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

RamnathKumar181/Stochastic-Causal-Attribution

Code for Stochastic Average Causal Attribution and the experiments on simulated and real datasets. Worked while I was at AmazonML.

Language: Jupyter Notebook - Size: 92.8 MB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

pdesrosiers/GrangerCausality

MATLAB module for assessing the causal links between time series

Language: Matlab - Size: 9.77 KB - Last synced: about 1 year ago - Pushed: almost 6 years ago - Stars: 2 - Forks: 0

Internship-BVoc/InsuranceClaimPrediction

Predicting whether Insurance claims will accepted or rejected for online Travel Agencies

Language: Jupyter Notebook - Size: 13.7 MB - Last synced: 7 months ago - Pushed: almost 4 years ago - Stars: 2 - Forks: 2

mslisa/BeatuyAd_CausalExperiment

Less than 4% of women believe they are beautiful, according to a 2011 Dove study. Beauty standards are set by unrealistic portrayals of women in the media. We are designing an experiment to determine if changing the models shown in an advertisement will cause a change in how beauty is perceived.

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sharangw/Algorithmic-Risk

IT Security Algorithm Bias Analysis

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harin/title-length-citation-causal

Causal Analysis Experiment of Academic Paper's Title length on Number of Citation

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