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Jul 23, 2018 - Python
sequential-monte-carlo
Here are 42 public repositories matching this topic...
Example of an inverse problem where the aim is to reconstruct the parameters of an unknown number of weighted Gaussian function
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Oct 20, 2022 - Jupyter Notebook
Synthetic Data Generation by Sequential Monte Carlo (SMC)
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Aug 21, 2023 - MATLAB
A variation of Pacman arcade game designed to train Pacman agents that use sensors to locate and eat invisible ghosts with phenomenal efficiency. Used Joint Particle Filter algorithm in AI to get 30% optimized results.
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Jun 6, 2017 - Python
A Python package for likelihood-free inference (LFI) methods such as Approximate Bayesian Computation (ABC)
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Mar 1, 2021 - Python
PhD dissertation: Methods for Automated Neuron Image Analysis candidate: Miroslav Radojevic Publisher: Erasmus University ISBN 978-94-6361-204-3
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Oct 30, 2020 - TeX
SEquential Analysis and Bayesian Experimental Design (SEABED) powered by JAX
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Mar 1, 2024 - Python
This module is an efficient and flexible implementation of various Sequential Monte Carlo (SMC) methods. Bayesian updates occur for both latent states and model parameters using joint inference.
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Apr 18, 2023 - Julia
Workshop for A Corunha in MCTS
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Feb 9, 2018 - Python
This repository contains the Python modules and scripts to reproduce the results in the paper "Catanach, Vo, Munsky. IJUQ 2020."
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Jul 28, 2021 - Jupyter Notebook
Gradient-informed particle MCMC methods
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Jan 29, 2024 - Python
Compute partition functions.
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Sep 22, 2019 - C++
A framework for particle identification and energy estimation using a sequential Monte Carlo method
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Feb 25, 2019 - C++
Code for the paper "Backward importance sampling for online estimation of state space models"
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Jun 30, 2022 - Python
Lightweight Metropolis Hasting as a rejuvenation procedures for particles in Sequential Monte Carlo. Inference in Higher Order Probabilistic Languages with Pytorch
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Jan 10, 2023 - Jupyter Notebook
Code implementing Integrator Snippets, joint work with Christophe Andrieu and Chang Zhang
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Apr 23, 2024 - Python
Sequential Monte Carlo for Kinetic Prediction of Time-Varying Data Generating Processes
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Jan 3, 2019
Automated Neuron Reconstruction from 3D Fluorescence Microscopy Images Using Sequential Monte Carlo Estimation
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Apr 25, 2024 - C++
Materials from the graduate course on Statistical Computing at SFU in Spring 2020
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Aug 16, 2020 - HTML
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