47 Open Source Graphical Models Software Projects
Free and open source graphical models code projects including engines, APIs, generators, and tools.
Tutorial Ugm Hyperspectral21 ⭐
A Tutorial on Modeling and Inference in Undirected Graphical Models for Hyperspectral Image Analysis
This repo contains the code for the paper Neural Factor Graph Models for Cross-lingual Morphological Tagging.
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.
Wladimirsidorenko Crfsuite40 ⭐
Tree-Structured, First- and Higher-Order Linear Chain, and Semi-Markov CRFs
Belief Propagation78 ⭐
Overview and implementation of Belief Propagation and Loopy Belief Propagation algorithms: sum-product, max-product, max-sum
Felixleopoldo Benchpress10 ⭐
Benchpress is a snakemake workflow for reproducible and scalable execution and benchmarks of structure learning algorithms for probabilistic graphical models.
Leviborodenko Dgcnn20 ⭐
Clean & Documented TF2 implementation of "An end-to-end deep learning architecture for graph classification" (M. Zhang et al., 2018).
Automatic probabilistic programming for scientific machine learning and dynamical models
Spatially Conditioned Graphs48 ⭐
Official PyTorch implementation for ICCV 2021 paper "Spatially Conditioned Graphs for Detecting Human–Object Interactions"
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
:white_medium_small_square: <- :white_circle: Structural Equation Modeling from a broader context.
pathpy is an OpenSource python package for the modeling and analysis of pathways and temporal networks using higher-order and multi-order graphical models
Piecewise Deterministic Sampler library (Bouncy particle sampler, Zig Zag sampler, ...)