brylevkirill/notes

Learn about Machine Learning and Artificial Intelligence

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rpatrik96/lti-ica

Independent Component Analysis in Linear Time-Invariant Systems

Language: Python - Size: 139 KB - Last synced at: 20 days ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1

huckiyang/treatment-causal-transformer

WACV 2023 - Treatment Learning Causal Transformer for Noisy Image Classification

Language: Python - Size: 407 KB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 8 - Forks: 2

sailuh/kumu

An R package to facilitate causal analysis

Language: R - Size: 286 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

santikka/causaleffect

causaleffect: R package for identifying causal effects.

Language: R - Size: 350 KB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 30 - Forks: 6

jrfiedler/causal_inference_julia_code

Julia code for part 2 of the book Causal Inference: What If, by Miguel Hernán and James Robins

Language: Jupyter Notebook - Size: 601 KB - Last synced at: 2 months ago - Pushed at: over 3 years ago - Stars: 49 - Forks: 13

jaydu1/causarray

causarray is a Python module for simultaneous causal inference with an array of outcomes.

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istallworthy/devMSMs

Tools for using marginal structural models (MSMs) to answer causal questions in developmental science.

Language: R - Size: 301 MB - Last synced at: 3 months ago - Pushed at: 8 months ago - Stars: 5 - Forks: 3

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 at: 3 months ago - Pushed at: over 2 years ago - Stars: 179 - Forks: 30

scollinspt/Models4PT

A graphical causal modeling tool tailored for physical therapy research and clinical reasoning. Part of the Clinical Inquiry Network ecosystem.

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rafsid/SABIC

📊 Causal Analysis of Remote Work Impact on Employee Productivity A comprehensive statistical analysis demonstrating a 7.14-point increase in employee productivity with remote work arrangements. Uses DoWhy framework and propensity score matching to establish causation beyond correlation. 🔍 Key Features: - Causal inference analysis - DoWhy

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kkholst/targeted

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

Language: R - Size: 31 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 12 - Forks: 0

Minyus/causallift

CausalLift: Python package for causality-based Uplift Modeling in real-world business

Language: Python - Size: 5.8 MB - Last synced at: 3 months ago - Pushed at: about 2 years ago - Stars: 348 - Forks: 43

yqzhong7/AIPW

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

Language: R - Size: 3.84 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 24 - Forks: 7

alan-turing-institute/causal-cyber-defence

This repository contains glue-code necessary to run dynamic Causal Bayesian optimisation within the Yawning Titan cyber-simulation environment.

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uhlerlab/causaldag

Python package for the creation, manipulation, and learning of Causal DAGs

Language: JavaScript - Size: 8.77 MB - Last synced at: 3 months ago - Pushed at: about 2 years ago - Stars: 152 - Forks: 19

bernardodionisi/differences

difference-in-differences in Python

Language: Python - Size: 3.36 MB - Last synced at: 11 days ago - Pushed at: over 1 year ago - Stars: 100 - Forks: 25

rguo12/CIKM18-LCVA

Code for CIKM'18 paper, Linked Causal Variational Autoencoder for Inferring Paired Spillover Effects.

Language: Python - Size: 47.8 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 15 - Forks: 5

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 at: 2 months ago - Pushed at: over 1 year ago - Stars: 16 - Forks: 4

shanecrinion/causal-inference

Mendelian randomisation analysis using GWAS data for neuropsychiatric disorders and chronotype to assess their bidirectional causal relationship.

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riccardocadei/ISTAnt

Automatic treatment effect estimation on ecological data with partial labelling

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bradendubois/do-calculus

A Python implementation of the do-calculus of Judea Pearl et al.

Language: Python - Size: 5.17 MB - Last synced at: 5 days ago - Pushed at: about 3 years ago - Stars: 27 - Forks: 2

rsyi/pylift 📦

Uplift modeling and evaluation library. Actively maintained pypi version.

Language: Python - Size: 7.6 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 75 - Forks: 20

TimeLovercc/CAF-GNN

[CIKM 2023] Towards Fair Graph Neural Networks via Graph Counterfactual.

Language: Python - Size: 15.8 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 12 - Forks: 3

Lan-lab/CIBER

CIBER is a causal inference framework for cell fate analysis

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JustSomeGirlWithoutASoul/Bank-Customer-Attrition-Insights

Employed various machine learning algorithms, visualizations, feature engineering, and casual inference to classify and analyze bank customer churn.

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kulaizki/hdfs-knowledge-graph-causal-rca

Root cause analysis for the Hadoop Distributed File System (HDFS) using knowledge graphs and causal inference.

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nhejazi/haldensify

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

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lunayht/uplift-modelling

Uplift modelling using meta learners

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jeremylhour/pensynth

A Penalized Synthetic Control Estimator for Disaggregated Data (JASA, 2021)

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Larsvanderlaan/AdaptiveDML

Adaptive debiased machine learning of treatment effects with the highly adaptive lasso

Language: R - Size: 274 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 14 - Forks: 1

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 at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 2

vangj/py-bbn

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

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sano-explorar/app

Causal Analysis of Sleep Effects on Anxiety, Correct Responses, and Neurophysiological Measures Using Advanced Statistical Techniques

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dzhang2324/sesamestreet

Final Project Replication Code/Write-Up for STAT 156/256 - Causal Inference (UC Berkeley). Implements AIPW/Doubly Robust estimators.

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apoorvalal/aipyw

minimal, fast, object-oriented implementation of the AIPW and related estimators for many discrete treatments. Implemented with scikitlearners and cross-fitting.

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joscani/taller-inferencia-causal-2024

Material para el taller de inferencia causal para las XIV Jornadas de R Hispano

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Fscipioni/Recipe_for_success

Using Causal Inference to understand the impact of different messaging strategies on SaaS demo signups

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cran-task-views/CausalInference

CRAN Task View: Causal Inference

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viznuv/Amazon_consumer_analysis

This repository offers a comprehensive framework for analyzing Amazon consumer behavior by merging transaction data with survey responses. By combining econometric methods, machine learning, clustering, and causal inference, the analyses provide both predictive insights and causal interpretations.

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MasaAsami/modified_DMLDiD_RCS

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Mamba413/cope

Off-Policy Interval Estimation withConfounded Markov Decision Process

Language: Python - Size: 3.14 MB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 6 - Forks: 4

JanTeichertKluge/DMLSim

This library provides packages on DoubleML / Causal Machine Learning and Neural Networks in Python for Simulation and Case Studies.

Language: Python - Size: 145 KB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 6 - Forks: 0

grnlab/airqtl

Single-cell eQTL mapping and causal gene regulatory network inference at high efficiency and accuracy

Language: Python - Size: 68.4 KB - Last synced at: 19 days ago - Pushed at: 5 months ago - Stars: 1 - Forks: 1

FraunhoferIKS/parcs 📦

Language: Python - Size: 344 MB - Last synced at: 19 days ago - Pushed at: 7 months ago - Stars: 5 - Forks: 2

ccaveros/Methods-Resources

Slides and tutorials

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jaabmar/RAMEN

Implementation for the paper "Doubly robust identification of treatment effects from multiple environments"

Language: Python - Size: 39.1 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

dmolitor/pyssed

The Mixture Adaptive Design (MAD): An experimental design for anytime-valid causal inference on Multi-Armed Bandits.

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ericmjl/causality

In which I play with the ideas surrounding causality

Language: Python - Size: 4.3 MB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 51 - Forks: 13

Qyu-ai/Reina

PySpark-based causal inference package.

Language: Python - Size: 5.3 MB - Last synced at: 5 days ago - Pushed at: almost 4 years ago - Stars: 14 - Forks: 4

SharathSPhD/coffee_causality

Data-driven analysis of coffee shop sales using correlation, regression, and causal inference. A Jupyter Book project exploring foot traffic, weather patterns, and business analytics.

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jaydu1/CausalMultiOutcomes

Causal Inference for Genomic Data with Multiple Heterogeneous Outcomes

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Katyayani09/medicare_campaigns_marketmixmodels

This repository explores Market Mix Modeling to analyze the causal impact of marketing strategies on sales performance using statistical analysis and OLS regression. It helps businesses optimize campaign investments by distinguishing causation from correlation.

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amaiya/causalnlp

CausalNLP is a practical toolkit for causal inference with text as treatment, outcome, or "controlled-for" variable.

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jra333/Causal-Lift-Analysis

A causal lift analysis demonstrating the impact of certain metrics have on sales + POC app usecase.

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chiesastefano/productivity_wages_causal_effect

What is the causal relationship between productivity and wages in Europe? Utilizing a fixed-effects cross-country regression model, the study incorporates lagged productivity changes alongside control variables to understand their influence on real hourly wage adjustments.

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CoreClinicalSciences/DAGDraw

An interactive shiny app for drawing DAGs tailored to confounding adjustment and transportability analyses

Language: R - Size: 1.05 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 1

rezabosnia/marketing_mix_modeling

Causal inference project on an online marketplace dataset using linear regression

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nhejazi/txshift

:package: R/txshift: Efficient Estimation of the Causal Effects of Stochastic Interventions, with Corrections for Outcome-Dependent Sampling

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QuantLet/Supervised-Randomization

Experiments showing the profit efficiency of targeted randomized sampling in comparison to standard A/B testing

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QuantLet/Outcome-adaptive-Random-Forest

Non-parametric variable selection and inference via the outcome-adaptive Random Forest (OARF). Uses the IPTW estimator to estimate the ATE while the propensity score is estimated via OARF. This leads to smaller variance and bias. Only variables that are confounders or predictive of the outcome are selected for the propensity score.

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QuantLet/Meta_learner-for-Causal-ML Fork of DanielAubin/Meta_learner-for-Causal-ML

This repository provides R-code for the estimation of the conditional average treatment effect (CATE) using machine learning (ML) methods.

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QuantLet/DataGenerationForCausalInference

Generates synthetic data to apply simulations for causal inference

Language: R - Size: 958 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 7 - Forks: 7

clinicalml/overlap-code

Code for "Characterization of Overlap in Observational Studies" (AISTATS 2020)

Language: Python - Size: 115 KB - Last synced at: 2 days ago - Pushed at: about 5 years ago - Stars: 3 - Forks: 2

TimeLovercc/Awesome-Graph-Causal-Learning

A list of Graph Causal Learning materials.

Size: 224 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 188 - Forks: 14

isglobal-cep/myphd

R package for "my" PhD.

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chritoth/bci-arco-gp

ArCO-GP, an effective method for Bayesian causal inference via structural marginalisation and neural autoregressive orders.

Language: Python - Size: 98.6 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 1

pabloazurduy/pabloazurduy.github.io

pabloazurduy.github.io

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fbargaglistoffi/NetworkCausalTree

Package for heterogeneous treatment and spillover effects under network interference

Language: R - Size: 1.81 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 7 - Forks: 3

tonyduan/hte-prediction-rcts

Predicting treatment effects from RCTs (Circulation: CQO 2019).

Language: Python - Size: 670 KB - Last synced at: 2 months ago - Pushed at: about 3 years ago - Stars: 10 - Forks: 7

rdpackages/rddensity

Manipulation testing using local polynomial density methods.

Language: Stata - Size: 4.94 MB - Last synced at: 27 days ago - Pushed at: 5 months ago - Stars: 11 - Forks: 9

bentondecusin/FairCAP Fork of nativlevy/FairPrescriptionRules

An algorithm based on causal model that generates rules while ensuring fairness and coverage

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kkholst/target 📦

Target: library for targeted inference. DEVELOPMENT MOVED TO: https://github.com/kkholst/targeted

Language: R - Size: 19.7 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

wxwx1993/GPSmatching

R Package for "Matching on generalized propensity scores with continuous exposures". An innovative approach for estimating causal effects using observational data in settings with continuous exposures, and a new framework for GPS caliper matching that jointly matches on both the estimated GPS and exposure levels to fully adjust for confounding bias.

Language: R - Size: 150 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 30 - Forks: 17

nredell/shapFlex

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

Language: R - Size: 2.13 MB - Last synced at: 2 months ago - Pushed at: about 5 years ago - Stars: 74 - Forks: 7

KDL-umass/CausalGPSLC.jl

Causal Inference using Gaussian Processes with Structured Latent Confounders. Estimate treatment effects with Gaussian processes.

Language: Julia - Size: 27.4 MB - Last synced at: 12 days ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 1

The-Martyr/OccludeNet-Dataset

OccludeNet: A Causal Journey into Mixed-View Actor-Centric Video Action Recognition amidst Occlusions

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RANDCorporation/optic

optic: Simulation Tool for Causal Inference Using Longitudinal Data

Language: R - Size: 50.5 MB - Last synced at: 11 days ago - Pushed at: 3 months ago - Stars: 9 - Forks: 1

cynthiaxu04/causal-sleep-study

a causal sleep study on the effects of visible light on sleep quality

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nafis-neehal/FRESCA

This repository contains the Open Source R scripts and modules for the FRESCA framework using R.

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JuliaDiffinDiffs/DiffinDiffs.jl

A suite of Julia packages for difference-in-differences

Language: Julia - Size: 1.53 MB - Last synced at: 8 days ago - Pushed at: about 1 year ago - Stars: 39 - Forks: 2

shyaginuma/casual_inference

Do causal inference more casually.

Language: Python - Size: 652 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 26 - Forks: 0

harveybc/causal-inference

Cusal Inference applied to timeseries

Language: Python - Size: 15.6 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 3 - Forks: 0

estfernan/Shrinkage-Priors-Spillover-SC

Code for the manuscript "Bayesian shrinkage priors for penalized synthetic control estimators in the presence of spillover."

Language: R - Size: 1.05 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

UzmaHasan/HTE-estimation-using-Causal-Trees

Causal Inference in Healthcare Settings

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breesie/percolateR

Causal inference, super learning and credible interval generation code for analyzing P. falciparum drug resistance genotypes

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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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nachu-laksh/Research-reproduction

Reproduction of parts of research papers by applying coding and workflow skills in R studio. Used approaches such as pproaches such as instrumental variables, differences-in-differences and regression discontinuity.

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vgitton/fast-inflation

An implementation of the inflation technique for certifying causal incompatibility, accelerated by exploiting symmetry and a Frank-Wolfe algorithm.

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DigitalCausalityLab/hairdresser_example

Repo for the case study: Collider Bias - The Hairdresser Example

Language: R - Size: 774 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

torinriley/Bayesian-Yelp-Causal-Inference

A Bayesian causal inference model with BERT embeddings to analyze review length impact on sentiment polarity while quantifying uncertainty.

Language: Python - Size: 4.29 MB - Last synced at: 7 days ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

sophiewharrie/meta-learning-hierarchical-model-similar-causal-mechanisms

Bayesian Meta-Learning for Improving Generalizability of Health Prediction Models With Similar Causal Mechanisms

Language: Python - Size: 6.39 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 2 - Forks: 1

torinriley/Causal-Embedding-Correction

Mitigating treatment related bias in text embeddings using regressive residualization.

Language: Python - Size: 1.67 MB - Last synced at: 7 days ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0

mattmasten/regsensitivity

A Stata Package for Regression Sensitivity Analysis

Language: Stata - Size: 1.66 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 11 - Forks: 4

jabowery/HumesGuillotine

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

Size: 62.3 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 4 - Forks: 0

nico-dangelo/Network-Spillover

Language: TeX - Size: 243 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 2 - Forks: 4

MasaAsami/pysynthdid

Synthetic difference in differences for Python

Language: Jupyter Notebook - Size: 8.52 MB - Last synced at: 6 months ago - Pushed at: about 1 year ago - Stars: 71 - Forks: 24

tlverse/tmle3_lecture 📦

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

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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 at: 3 months ago - Pushed at: about 3 years ago - Stars: 24 - Forks: 0

tlverse/tmle3mopttx

🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention

Language: R - Size: 1.39 MB - Last synced at: 3 months ago - Pushed at: almost 3 years ago - Stars: 12 - Forks: 3