ColCarroll / couplingsLinks
Unbiased MCMC with couplings
☆19Updated 5 years ago
Alternatives and similar repositories for couplings
Users that are interested in couplings are comparing it to the libraries listed below
Sorting:
- "Discontinuous Hamiltonian Monte Carlo for sampling discrete parameters" by Akihiko Nishimura, David Dunson, Jianfeng Lu☆27Updated 6 years ago
- AeMCMC is a Python library that automates the construction of samplers for Aesara graphs representing statistical models.☆39Updated last year
- Simulation based calibration and generation of synthetic data.☆53Updated last week
- A Julia package to support conjugate prior distributions.☆48Updated 2 years ago
- Painless optimisation of constrained variables in AutoGrad, TensorFlow, PyTorch, and JAX☆23Updated 2 years ago
- A light interface to serial and multi-threaded Sequential Monte Carlo☆31Updated 3 years ago
- Benchmarks of Bayesian Nonparametric models in Turing and other PPLs☆28Updated 11 months ago
- A lightweight and performant implementation of HMC and NUTS in Python, spun out of the PyMC project.☆57Updated 11 months ago
- Exponential families for JAX☆71Updated this week
- A comparison of PPL APIs☆27Updated 5 years ago
- Home for the computational inference reading group.☆17Updated 5 years ago
- All things Monte Carlo, written in JAX.☆31Updated 2 years ago
- Bayesian inference for a logistic regression model in various languages☆42Updated last year
- Compares Stan, PyMC, and PyMC + JAX numpyro sampler on a model for tennis☆32Updated 2 years ago
- A simple library to run variational inference on Stan models.☆32Updated 2 years ago
- probabilistic programming focused on fun☆41Updated 8 months ago
- Inference Combinators in JAX☆49Updated last month
- A generic library for linear and non-linear Gaussian smoothing problems. The code leverages JAX and implements several linearization algo…☆12Updated 6 months ago
- Practical tools for quantifying how well a sample approximates a target distribution☆27Updated 4 years ago
- Piecewise Deterministic Sampler library (Bouncy particle sampler, Zig Zag sampler, ...)☆33Updated 4 years ago
- Differentiable interface to FEniCS for PyMC3☆20Updated 2 years ago
- some scripts for the couplings enthusiasts!☆32Updated 4 years ago
- E.T. Jaynes home phone.☆45Updated 4 years ago
- An HMC/NUTS implementation in Aesara☆32Updated 2 years ago
- Sampling with Blackjax on Aesara☆11Updated 2 years ago
- Unbiased Markov chain Monte Carlo with couplings☆29Updated 2 years ago
- A Stan-like probabilistic programming language.☆68Updated 4 years ago
- A Simple Statistical Distribution Library in JAX☆16Updated last year
- Exploratory analysis of Bayesian models with Julia☆109Updated this week
- ☆15Updated 8 years ago