rsyi/pylift

Uplift modeling and evaluation library. Actively maintained pypi version.

Language: Python - Size: 7.6 MB - Last synced: 21 days ago - Pushed: 5 months ago - Stars: 70 - Forks: 20

HCPLab-SYSU/CausalVLR Fork of anonymity2023/Causal-VLReasoning

CausalVLR: A Toolbox and Benchmark for Visual-Linguistic Causal Reasoning (视觉-语言因果推理开源框架)

Language: Python - Size: 106 MB - Last synced: 9 days ago - Pushed: about 1 month ago - Stars: 110 - Forks: 2

nhejazi/haldensify

:package: R/haldensify: Highly Adaptive Lasso Conditional Density Estimation

Language: R - Size: 5.17 MB - Last synced: about 1 month ago - Pushed: 3 months ago - Stars: 16 - Forks: 5

google/trimmed_match

This Python library implements Trimmed Match for analyzing randomized paired geo experiments and also implements Trimmed Match Design for designing randomized paired geo experiments.

Language: Python - Size: 4.48 MB - Last synced: 13 days ago - Pushed: 12 months ago - Stars: 55 - Forks: 20

almost-matching-exactly/DAME-FLAME-Python-Package

A Python Package providing two algorithms, DAME and FLAME, for fast and interpretable treatment-control matches of categorical data

Language: Python - Size: 4.91 MB - Last synced: 10 days ago - Pushed: 2 months ago - Stars: 55 - Forks: 14

py-why/dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

Language: Python - Size: 585 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 6,714 - Forks: 906

Kuan-Liu-Lab/causens

An R package for causal sensitivity analysis methods

Language: R - Size: 4.42 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 1 - Forks: 0

KaydeeJR/logistics-optimization-causal-inference

An application of causal inference methods to optimizing the location of delivery drivers.

Language: Jupyter Notebook - Size: 2.87 MB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0

YZhu0225/Estimating-the-Impact-of-Opioid-Control-Policies Fork of MIDS-at-Duke/pds-2022-yellow-team

The goal of the project is to evaluate the efficiency of laws and policies related to opioid drugs in Florida, Texas, and Washington.

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emtinanseo/Optimization-with-Causal-Inference

Logistic optimization: Delivery drivers location optimization with Causal Inference

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larslorch/dibs

DiBS: Differentiable Bayesian Structure Learning, NeurIPS 2021

Language: Python - Size: 13 MB - Last synced: 24 days ago - Pushed: 3 months ago - Stars: 43 - Forks: 10

fulifeng/Causal_Reading_Group

We will keep updating the paper list about machine learning + causal theory. We also internally discuss related papers between NExT++ (NUS) and LDS (USTC) by week.

Size: 143 KB - Last synced: 29 days ago - Pushed: about 1 year ago - Stars: 488 - Forks: 75

andrewheiss/evalsp20.classes.andrewheiss.com

🎓 GSU MPA/MPP course on program evaluation and causal inference

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andrewheiss/closing-backdoors-dags

Use regression, inverse probability weighting, and matching to close confounding backdoors and find causation in observational data

Size: 452 KB - Last synced: about 1 month ago - Pushed: about 4 years ago - Stars: 11 - Forks: 4

matheusfacure/python-causality-handbook

Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.

Language: Jupyter Notebook - Size: 46.9 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 2,429 - Forks: 428

sb-ai-lab/HypEx

Fast and customizable framework for automatic and quick Causal Inference in Python

Language: Python - Size: 56.4 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 41 - Forks: 2

IDSIA/credici

Credici: Credal Inference for Causal Inference

Language: Java - Size: 978 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 13 - Forks: 1

kkholst/targeted

Targeted inference (R package) https://kkholst.github.io/targeted/

Language: R - Size: 2.49 MB - Last synced: 2 months ago - Pushed: 3 months ago - Stars: 8 - Forks: 1

kkholst/target

Target: library for targeted inference https://targetlib.org/

Language: C++ - Size: 11.7 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 1 - Forks: 0

FenTechSolutions/CausalDiscoveryToolbox

Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.

Language: Python - Size: 13.9 MB - Last synced: about 1 month ago - Pushed: about 2 months ago - Stars: 1,051 - Forks: 200

robitalec/statistical-rethinking-colearning-2024

Statistical Rethinking colearning 2024

Language: R - Size: 23.5 MB - Last synced: about 1 month ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

RishiSadhir/Causal-inference-The-mixtape-The-remix

A R/tidyverse based companion to Scott Cunningham's Causal Inference: The Mixtape (V. 1.7).

Size: 3.94 MB - Last synced: about 1 month ago - Pushed: almost 5 years ago - Stars: 1 - Forks: 1

declare-lab/RECCON

This repository contains the dataset and the PyTorch implementations of the models from the paper Recognizing Emotion Cause in Conversations.

Language: Python - Size: 15.9 MB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 159 - Forks: 29

amazon-science/azcausal

Causal Inference in Python

Language: Python - Size: 5.62 MB - Last synced: 27 days ago - Pushed: about 2 months ago - Stars: 32 - Forks: 3

LFhase/PAIR

[ICLR 2023, ICLR DG oral] PAIR, the optimizer and model selection criteria for OOD Generalization

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jd-opensource/UTBoost

A powerful tree-based uplift modeling system.

Language: C++ - Size: 188 KB - Last synced: about 1 month ago - Pushed: 4 months ago - Stars: 20 - Forks: 1

OscarEngelbrektson/SyntheticControlMethods

A Python package for causal inference using Synthetic Controls

Language: Python - Size: 69.8 MB - Last synced: 13 days ago - Pushed: 4 months ago - Stars: 158 - Forks: 46

andrewheiss/evalf22.classes.andrewheiss.com

📊 🌐 🧑‍🏫 Website for graduate-level course on program evaluation and causal inference using R, built with Quarto

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tetsu2001/102-project

Data 102 Final Project

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grf-labs/policytree

Policy learning via doubly robust empirical welfare maximization over trees

Language: R - Size: 3.56 MB - Last synced: 11 days ago - Pushed: 3 months ago - Stars: 73 - Forks: 14

Olliang/Causal-Inference-Experiment

An A/B testing project done with survey to examine whether people are more likely to click on thumbnails that contain their own racial features.

Size: 2.1 MB - Last synced: about 2 months ago - Pushed: almost 4 years ago - Stars: 1 - Forks: 0

Boehringer-Ingelheim/BPrinStratTTE

Causal Effects in Principal Strata Defined by Antidrug Antibodies

Language: R - Size: 90.4 MB - Last synced: 10 days ago - Pushed: about 1 month ago - Stars: 0 - Forks: 1

Hanagojiv/Causal-Inference

Causality is a fundamental concept that seeks to determine the relationships between events, particularly to discern whether one event is the result of another. In this notebook we will establish causality by determining whether a change in one variable causes a change in another variable.

Language: Jupyter Notebook - Size: 2.35 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

Lan-lab/CIBER

CIBER is a causal inference framework for cell fate analysis

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ajnafa/Latent-Bayesian-MSM

Taking Uncertainty Seriously: Bayesian Marginal Structural Models for Causal Inference in Political Science

Language: HTML - Size: 20.2 MB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 17 - Forks: 0

vangj/py-bbn

Inference in Bayesian Belief Networks using Probability Propagation in Trees of Clusters (PPTC) and Gibbs sampling

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riccardocadei/pycre Fork of NSAPH-Software/pycre

Python implementation of Causal Rule Ensemble algorithm.

Language: Python - Size: 472 KB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

mschauer/CausalInference.jl

Causal inference, graphical models and structure learning in Julia

Language: Julia - Size: 22.7 MB - Last synced: 5 days ago - Pushed: about 2 months ago - Stars: 183 - Forks: 23

MRCIEU/CAMERA Fork of yoonsucho/CAMERA

Mendelian Randomization approach using Cross Ancestral Model

Language: R - Size: 55 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

curedao/curedao-sdk-php

Turn time series health data into clinical discoveries with PHP!

Language: PHP - Size: 1.16 MB - Last synced: about 2 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

priism-center/thinkCausal_dev

Point-and-click bartCause analysis and causal inference education

Language: R - Size: 50.4 MB - Last synced: 23 days ago - Pushed: 24 days ago - Stars: 23 - Forks: 3

nico-dangelo/Network-Spillover

Language: TeX - Size: 242 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 2 - Forks: 4

timmens/causal-forest

Implements the Causal Forest algorithm formulated in Athey and Wager (2018).

Language: Python - Size: 2.21 MB - Last synced: about 1 month ago - Pushed: almost 4 years ago - Stars: 61 - Forks: 11

mikenguyen13/data_analysis

Streamline a data analysis process

Language: HTML - Size: 1.32 GB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 57 - Forks: 29

gkukish/Capstone

Researching the relationship between stock market performance and involuntary CEO dismissal.

Language: Jupyter Notebook - Size: 7.67 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

NeoNeuron/causal4reconstruction

Code for the PNAS paper: Causal connectivity measures for pulse-output network reconstruction: Analysis and applications

Language: Python - Size: 1.59 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 1

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: about 1 month ago - Pushed: about 1 month ago - Stars: 1 - Forks: 0

andrewheiss/evalsp24.classes.andrewheiss.com

📊 🌐 🧑‍🏫 Website for graduate-level course on program evaluation and causal inference using R, built with Quarto

Language: R - Size: 153 MB - Last synced: about 1 month ago - Pushed: about 2 months ago - Stars: 6 - Forks: 3

andrewheiss/evalsp23.classes.andrewheiss.com

📊 🌐 🧑‍🏫 Website for graduate-level course on program evaluation and causal inference using R, built with Quarto

Language: R - Size: 159 MB - Last synced: about 1 month ago - Pushed: 8 months ago - Stars: 24 - Forks: 8

WilliamHope2020/Causality-and-Drunk-Driving-Policy-with-Panel-Data

This is my 9th and final assignment from my Econ 323 class.

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krisrs1128/multimedia

multimedia is an R package for multimodal mediation analysis for microbiome data. It has been designed to help integration of relative abundance, survey, and metabolomic data through causal mediation analysis.

Language: R - Size: 8.9 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

hsh819/SIEAPH

The main R program code for the dissertation "A Study of Some Statistical Issues about the Effects of Ambient Air Pollution on Population Health"

Language: R - Size: 143 KB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

TimeLovercc/Awesome-Graph-Causal-Learning

A list of Graph Causal Learning materials.

Size: 173 KB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 156 - Forks: 12

som-shahlab/survlearners

Metalearners for Survival Data

Language: R - Size: 1.4 MB - Last synced: about 1 month ago - Pushed: 10 months ago - Stars: 11 - Forks: 1

softsys4ai/cure

Causal Understanding and Remediation for Enhancing Robot Performance

Language: C++ - Size: 33.7 MB - Last synced: 14 days ago - Pushed: 7 months ago - Stars: 2 - Forks: 0

causal-machine-learning/kdd2021-tutorial

EconML/CausalML KDD 2021 Tutorial

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bowers-illinois-edu/bowershansen-CI-course

Source files for Jake and Ben and Tom's causal inference course materials

Language: TeX - Size: 62.4 MB - Last synced: 2 months ago - Pushed: 4 months ago - Stars: 5 - Forks: 6

mynameisvinn/basilisk

bayesian networks made easy

Language: Jupyter Notebook - Size: 282 KB - Last synced: 2 months ago - Pushed: about 5 years ago - Stars: 1 - Forks: 1

johnhany/awesome-list

A list of useful stuff in Machine Learning, Computer Graphics, Software Development, ...

Size: 1.13 MB - Last synced: 4 days ago - Pushed: over 1 year ago - Stars: 11 - Forks: 4

ctesta01/bst258_hw2

Homework 2 for BST 258 at Harvard

Language: R - Size: 1.71 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

NCBI-Hackathons/MR_BACOn

Mendelian Randomization with Biomarker Associations for Causality with Outcomes

Language: R - Size: 29 MB - Last synced: about 1 month ago - Pushed: over 5 years ago - Stars: 22 - Forks: 9

quantPsych/rmediation

This is the repository for the RMediation package.

Language: R - Size: 2.79 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

callmespring/CausalRL Fork of wxyinucas/Time-Dependent-Causal-Effects-Evaluation-in-A-B-Testing-with-a-Reinforcement-Learning-Framework

Implementation of "Dynamic Causal Effects Evaluation in A/B Testing with a Reinforcement Learning Framework" (JASA 2023)

Language: Python - Size: 3.73 MB - Last synced: about 2 months ago - Pushed: 7 months ago - Stars: 24 - Forks: 2

JoKeyser/Einstiegskurs-Kausale-Inferenz Fork of luebby/WWWEKI

Was, wie, warum? Einstiegskurs Kausale Inferenz

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sprivite/blog

A collection of ideas on machine learning and statistics

Language: Jupyter Notebook - Size: 10.8 MB - Last synced: about 1 month ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

autonlab/auton-survival

Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events

Language: Python - Size: 27.6 MB - Last synced: 2 months ago - Pushed: 6 months ago - Stars: 287 - Forks: 74

ServiceNow/typed-dag

Causal discovery with typed directed acyclic graphs (t-DAG). This is a ServiceNow Research project that was started at Element AI.

Language: Python - Size: 183 KB - Last synced: about 2 months ago - Pushed: 11 months ago - Stars: 11 - Forks: 4

DataForScience/PyData2020

Why And What If: Causal Inference for Everyone

Language: Jupyter Notebook - Size: 22.6 MB - Last synced: 15 days ago - Pushed: over 3 years ago - Stars: 18 - Forks: 4

ctesta01/multiple_mediators

example mediation analysis code for working with multiple mediators

Language: HTML - Size: 3.56 MB - Last synced: 2 months ago - Pushed: about 3 years ago - Stars: 0 - Forks: 0

shlizee/TimeAwarePC

A python package for finding causal functional connectivity from neural time series observations.

Language: Python - Size: 29.1 MB - Last synced: 10 days ago - Pushed: 5 months ago - Stars: 11 - Forks: 2

SidraEffendi/Quantitative-Methods-of-Program-Evaluation

Used R to implement concept of causal inference, confidence intervals, etc.

Size: 1.24 MB - Last synced: 2 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

esimon324/jenkins-causal-inference-research

Resources for research on the ability of causal inference algorithms to learn a model of a distributed Jenkins cluster hosted on AWS

Language: Python - Size: 174 KB - Last synced: 2 months ago - Pushed: over 6 years ago - Stars: 2 - Forks: 0

CausalInferenceLab/CausalInferenceLab.github.io

가짜연구소 인과추론팀 블로그입니다!

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RANDCorporation/optic

optic: Simulation Tool for Causal Inference Using Longitudinal Data

Language: R - Size: 18.8 MB - Last synced: 6 days ago - Pushed: 10 months ago - Stars: 8 - Forks: 1

ericstrobl/RCIT

The Randomized Conditional Independence Test (RCIT) and the Randomized conditional Correlation Test (RCoT)

Language: R - Size: 84 KB - Last synced: 6 days ago - Pushed: about 5 years ago - Stars: 23 - Forks: 10

tlverse/tmle3_lecture 📦

🎯🎓 An introductory workshop lecture on a generalized framework for Targeted Learning using the tmle3 R package

Language: JavaScript - Size: 839 KB - Last synced: 2 months ago - Pushed: about 6 years ago - Stars: 2 - Forks: 0

ldliao/jointVIP

Prioritize variables in observational study design through the joint variable importance plot

Language: HTML - Size: 6.89 MB - Last synced: 24 days ago - Pushed: 4 months ago - Stars: 5 - Forks: 0

jvpoulos/patt-c

Replication code for "Estimating population average treatment effects from experiments with noncompliance"

Language: R - Size: 550 MB - Last synced: 2 months ago - Pushed: 5 months ago - Stars: 2 - Forks: 0

juangamella/icp

Python implementation of the Invariant Causal Prediction (ICP) algorithm, from the 2015 paper "Causal inference using invariant prediction: identification and confidence intervals" by Jonas Peters, Peter Bühlmann and Nicolai Meinshausen.

Language: Python - Size: 414 KB - Last synced: 2 months ago - Pushed: 3 months ago - Stars: 16 - Forks: 1

gatorjake/EffectMeasures

This is the code we used to generate the 6-way Venn Diagrams found in Section 7 and Appendix D of our paper "Disagreement Concerning Effect-Measure Modification," which is available at https://arxiv.org/abs/2105.07285. The license found at that link applies to both our paper and our code. The paper cites other papers and projects, including https://github.com/heberleh/interactivenn, which served as a starting point for our 6-way Venn Diagrams.

Language: Java - Size: 2.93 KB - Last synced: 2 months ago - Pushed: about 3 years ago - Stars: 0 - Forks: 1

ngreifer/cobalt

Covariate Balance Tables and Plots - An R package for assessing covariate balance

Language: R - Size: 143 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 68 - Forks: 11

pierrebaudot/infotopopy

computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks

Language: Python - Size: 33.3 MB - Last synced: 24 days ago - Pushed: about 2 years ago - Stars: 30 - Forks: 7

DataCanvasIO/YLearn

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

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

lucien1011/Causal-Inference-UPenn

Assignment codes for the coursera course "A Crash Course in Causality: Inferring Causal Effects from Observational Data" by UPenn

Language: Jupyter Notebook - Size: 14.6 KB - Last synced: 2 months ago - Pushed: about 2 years ago - Stars: 1 - Forks: 0

yqzhong7/AIPW

R Package: Augmented Inverse Probability Weighted (AIPW) Estimation for Average Causal Effect

Language: R - Size: 3.44 MB - Last synced: 18 days ago - Pushed: 7 months ago - Stars: 20 - Forks: 8

jbbjr/sound-vs-engagement

This project focuses on conducting an experiment, collecting data, and analyzing its results. A key focus is randomization, to ensure heterogenous treatment effects. Randomization was conducted simply via shuffling, and tested via a proportions z-test. Evaluation methodologies included difference in means and OLS with fixed effects

Language: Jupyter Notebook - Size: 1.53 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

phoenix-w/BA830-Causal-Experiment

Team project for BA830 (Business Experimentation and Causal Methods)

Size: 2.19 MB - Last synced: 2 months ago - Pushed: almost 3 years ago - Stars: 0 - Forks: 1

rowedenny/MULTR

MULTR is a new Unbiased Learning to Rank method. It leverages the pseudo clicks from user simulator and combines with real clicks in a doubly robustness way, which obtains a low bias and low variance to enhance the ranking performance.

Language: Python - Size: 153 KB - Last synced: about 2 months ago - Pushed: about 1 year ago - Stars: 6 - Forks: 0

statmlben/nonlinear-causal

nl-causal: nonlinear causal inference based on IV regression in Python

Language: Python - Size: 35.6 MB - Last synced: about 1 month ago - Pushed: 3 months ago - Stars: 12 - Forks: 0

tlverse/causalglm

Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning

Language: R - Size: 7.27 MB - Last synced: 2 months ago - Pushed: about 2 years ago - Stars: 17 - Forks: 0

aoluwolerotimi/Incident-Duration-Causal-Inference

Exploratory project using uber's causalml to estimate average treatment effects on IT incident durations.

Language: HTML - Size: 627 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

kaz-yos/regmedint

R implementation of effect measure modification-extended regression-based closed-formula causal mediation analysis

Language: R - Size: 26.1 MB - Last synced: 25 days ago - Pushed: 5 months ago - Stars: 25 - Forks: 5

DanielhCarranza/causai

Causai is a Python package for Causality in Machine Learning. We provide state-of-the-art causal algorithms and ML into decision-making systems

Language: Jupyter Notebook - Size: 379 KB - Last synced: about 1 month ago - Pushed: over 3 years ago - Stars: 11 - Forks: 7

arnavailable/prescriptive-models

Language: Jupyter Notebook - Size: 12.1 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 0 - Forks: 0

jvpoulos/causal-ml

Must-read papers and resources related to causal inference and machine (deep) learning

Size: 81.1 KB - Last synced: 2 months ago - Pushed: over 1 year ago - Stars: 596 - Forks: 109

stefanchivu/MentalHealthSurvey

My best project so far!

Language: Jupyter Notebook - Size: 165 KB - Last synced: 3 months ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

fbargaglistoffi/BCF-IV

Package for heterogeneous causal effects in the presence of imperfect compliance (e.g., instrumental variables, fuzzy regression discontinuity designs)

Language: R - Size: 1.45 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 13 - Forks: 3

bel2scm/bel2scm

Generate dynamic structural causal models from biological knowledge graphs encoded in the Biological Expression Language (BEL)

Language: Jupyter Notebook - Size: 13 MB - Last synced: 3 months ago - Pushed: over 3 years ago - Stars: 10 - Forks: 4

SALT-NLP/framing-police-violence

Language: Jupyter Notebook - Size: 916 KB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 5 - Forks: 0

tsinghua-fib-lab/Causal-Recommender-Systems

An index of causal inference based recommendation algorithms.

Size: 26.4 KB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 36 - Forks: 2