24 results found Sort:

Kanaries
Rath Kanaries
338
4.3k
agpl-3.0
46
Next generation of automated data exploratory analysis and visualization platform.
eda k6s autovis tableau kanaries causality datamining data-analysis visualization causal-discovery causal-inference data-exploration machine-learning data-visualization augmented-analytics tableau-alternative automated-data-analysis automated-visualization
Created 2019-08-28
1,634 commits to master branch, last one 5 months ago
pgmpy
pgmpy pgmpy
721
2.8k
mit
76
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
python inference simulations causal-discovery causal-inference bayesian-networks structure-learning causal-identification
Created 2013-09-20
3,051 commits to dev branch, last one 19 days ago
py-why
causal-learn py-why
201
1.2k
mit
18
Causal Discovery in Python. It also includes (conditional) independence tests and score functions.
graph causal python tetrad causality structure confounder statistics time-series hidden-causal causal-discovery causal-inference independence-tests causal-representation-learning
Created 2020-10-11
588 commits to main branch, last one 3 days ago
FenTechSolutions
CausalDiscoveryToolbox FenTechSolutions
200
1.1k
mit
37
Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.
graph python toolbox algorithm causality inference causal-models causal-discovery causal-inference machine-learning graph-structure-recovery
Created 2017-05-31
742 commits to master branch, last one 2 years ago
jvpoulos
causal-ml jvpoulos
127
686
unknown
28
Must-read papers and resources related to causal inference and machine (deep) learning
paper-list causal-models deep-learning counterfactual causal-learning causal-discovery causal-inference machine-learning treatment-effects counterfactual-learning representation-learning estimating-treatment-effects randomized-controlled-trials heterogeneous-treatment-effects
Created 2019-10-13
81 commits to master branch, last one 2 years ago
DataCanvasIO
YLearn DataCanvasIO
75
410
apache-2.0
12
YLearn, a pun of "learn why", is a python package for causal inference
uplift causality causal-models policy-learning uplift-modeling causal-discovery causal-inference causality-analysis causality-algorithms
Created 2022-03-28
795 commits to main branch, last one 4 months ago
cdt15
lingam cdt15
61
397
mit
11
Python package for causal discovery based on LiNGAM.
lingam python causality causal-models causal-discovery causal-inference machine-learning causality-analysis
Created 2019-08-22
548 commits to master branch, last one 12 days ago
msuzen
looper msuzen
34
257
unknown
13
A resource list for causality in statistics, data science and physics
causal physics causality causation statistics data-science causal-impact causal-models meta-learning causal-networks causal-discovery causal-inference machine-learning bayesian-inference causality-analysis statistical-physics causality-algorithms statistical-inference statistical-mechanics causal-machine-learning
Created 2018-01-04
241 commits to master branch, last one 5 days ago
loeweX
AmortizedCausalDiscovery loeweX
43
205
mit
7
Code for the paper: Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data
pytorch deep-learning causal-discovery graph-neural-networks
Created 2020-06-18
18 commits to master branch, last one 2 years ago
IntelLabs
causality-lab IntelLabs
26
202
apache-2.0
12
Causal discovery algorithms and tools for implementing new ones
transformers explainable-ai causal-discovery causal-reasoning causality-algorithms constraint-based-causality
Created 2021-11-25
54 commits to main branch, last one about a month ago
majianthu
pycopent majianthu
31
158
gpl-3.0
4
Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Mutual Information), and the statistics for multivariate normality test and two-sample test, and change point detection in...
copula python entropy causality changepoint correlation copula-entropy normality-test two-sample-test causal-discovery change-detection transfer-entropy granger-causality hypothesis-testing information-theory mutual-information variable-selection change-point-detection conditional-independence-test conditional-mutual-information
Created 2020-03-30
99 commits to master branch, last one 3 months ago
Wuyxin
DIR-GNN Wuyxin
16
122
mit
5
Official code of "Discovering Invariant Rationales for Graph Neural Networks" (ICLR 2022)
pytorch iclr2022 causality generalization causal-discovery interpretability invariant-learning graph-neural-networks
Created 2022-01-29
50 commits to main branch, last one about a year ago
kevinsbello
dagma kevinsbello
19
108
apache-2.0
3
A Python 3 package for learning Bayesian Networks (DAGs) from data. Official implementation of the paper "DAGMA: Learning DAGs via M-matrices and a Log-Determinant Acyclicity Characterization"
dags neurips-2022 causal-discovery graphical-models bayesian-networks structure-learning
Created 2022-10-31
109 commits to main branch, last one 11 months ago
phlippe
ENCO phlippe
15
80
other
3
Official repository of the paper "Efficient Neural Causal Discovery without Acyclicity Constraints"
pytorch causality causal-discovery structure-learning
Created 2021-07-21
10 commits to main branch, last one 2 years ago
felixleopoldo
benchpress felixleopoldo
17
65
gpl-2.0
5
Scalable open-source software to run, develop, and benchmark causal discovery algorithms
causality benchmarking causal-models markov-networks causal-discovery graphical-models machine-learning bayesian-networks snakemake-workflow structure-learning reproducible-research
Created 2020-01-15
1,622 commits to master branch, last one 10 days ago
larslorch
avici larslorch
9
61
mit
2
Amortized Inference for Causal Structure Learning, NeurIPS 2022
causality transformers causal-discovery causal-inference structure-learning amortized-inference variational-inference
Created 2022-10-11
44 commits to main branch, last one 3 days ago
chritoth
active-bayesian-causal-inference chritoth
8
51
mit
4
Active Bayesian Causal Inference (Neurips'22)
active-learning bayesian-methods causal-discovery causal-inference causal-reasoning gaussian-processes experimental-design probabilistic-machine-learning
Created 2022-10-07
4 commits to master branch, last one 5 months ago
lazaratan
dyn-gfn lazaratan
13
51
mit
2
DynGFN: Bayesian Dynamic Causal Discovery using Generative Flow Networks
pytorch gflownet causal-discovery
Created 2023-02-06
50 commits to main branch, last one 10 months ago
CausalInferenceLab
causal-inference-practice CausalInferenceLab
3
42
unknown
0
가짜연구소 <인과추론과 실무> 프로젝트
causal-discovery causal-inference causality-analysis quasi-experimental causal-machine-learning
Created 2024-04-28
48 commits to main branch, last one 4 months ago
causy-dev
causy causy-dev
1
41
mit
3
Causal discovery made easy.
python pytorch causality pc-algorithm causal-discovery causal-inference
Created 2023-09-27
340 commits to main branch, last one about a month ago
majianthu
copent majianthu
10
41
unknown
2
R package for estimating copula entropy (mutual information), transfer entropy (conditional mutual information), and the statistic for multivariate normality test and two-sample test
r copula entropy causality mutualinf correlation copula-entropy normality-test two-sample-test causal-discovery transfer-entropy granger-causality information-theory mutual-information variable-selection change-point-detection conditional-independence-test conditional-mutual-information
Created 2020-04-15
67 commits to master branch, last one 7 months ago
majianthu
transferentropy majianthu
13
40
gpl-3.0
0
Code for the paper "Estimating Transfer Entropy via Copula Entropy"
copula-entropy causal-discovery transfer-entropy granger-causality time-series-analysis conditional-independence
Created 2020-11-26
50 commits to main branch, last one about a year ago
BoyangL1
Advanced_DeepIRL BoyangL1
3
39
mit
3
Enhancing Pedestrian Route Choice Models through Maximum-Entropy Deep Inverse Reinforcement Learning with Individual Covariates (MEDIRL-IC)
causal-discovery inverse-reinforcement-learning
Created 2023-05-16
56 commits to master branch, last one 3 months ago
polixir
causal-mbrl polixir
1
32
mit
3
Toolkit of Causal Model-based Reinforcement Learning.
model-based-rl causal-discovery causal-inference reinforcement-learning
Created 2022-05-23
65 commits to main branch, last one 2 years ago