structure-learning topic

List structure-learning repositories

pgmpy

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Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.

bnlearn

447
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44
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Python library for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.

BNSL

16
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0
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Bayesian network structure learning

dibs

43
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10
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DiBS: Differentiable Bayesian Structure Learning, NeurIPS 2021

Graphino

31
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13
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Code associated with the paper "The World as a Graph: Improving El Niño Forecasting with Graph Neural Networks".

pytorch-pl-variance-reduction

36
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2
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[AAAI 2020 Oral] Low-variance Black-box Gradient Estimates for the Plackett-Luce Distribution

ENCO

76
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15
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Official repository of the paper "Efficient Neural Causal Discovery without Acyclicity Constraints"

spyn

26
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4
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Sum-Product Network learning routines in python

dodiscover

68
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15
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[Experimental] Global causal discovery algorithms

benchpress

60
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16
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A Snakemake workflow to run and benchmark structure learning (a.k.a. causal discovery) algorithms for probabilistic graphical models.