bayesian-quadrature

Here are 10 public repositories matching this topic...

EmuKit / emukit

A Python-based toolbox of various methods in decision making, uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, etc.

python machine-learning emulation decision-making uncertainty-quantification sensitivity-analysis bayesian-optimization experimental-design bayesian-quadrature multi-fidelity

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Python

ma921 / SOBER

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Fast Bayesian optimization, quadrature, inference over arbitrary domain with GPU parallel acceleration

machine-learning optimization drug-discovery global-optimization quadrature parameter-estimation bayesian-inference bayesian-optimization blackbox-optimization bayesian-quadrature simulation-based-inference

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Jupyter Notebook

ma921 / BASQ

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(NeurIPS 2022) Fast Bayesian Inference with Batch Bayesian Quadrature via Kernel Recombination

machine-learning quadrature bayesian-inference bayesian-quadrature simulation-based-inference

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Python

Plant-Food-Research-Open / calisim

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A toolbox for the calibration and evaluation of simulation models.

evolutionary-algorithms abc model-calibration uncertainty-quantification sensitivity-analysis bayesian-optimization active-learning optimisation uncertainty-analysis experimental-design sbi approximate-bayesian-computation reliability-analysis surrogate-models bayesian-quadrature surrogate-based-optimization optimal-experimental-design bayesian-calibration history-matching simulation-based-inference

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Python

Akella17 / Deep-Bayesian-Quadrature-Policy-Optimization

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Official implementation of the AAAI 2021 paper Deep Bayesian Quadrature Policy Optimization.

reinforcement-learning deep-learning monte-carlo deep-reinforcement-learning pytorch policy-gradient gaussian-processes continuous-control actor-critic mujoco trust-region-policy-optimization advantage-actor-critic roboschool probablistic-numerics bayesian-quadrature natural-policy-gradient

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Python

theogf / BayesianQuadrature.jl

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Is there anything we can't make Bayesian?

julia gaussian integral bayesian quadrature bayesian-inference bayesian-quadrature

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Julia

jacobnzw / SSMToybox

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Nonlinear Sigma-Point Kalman Filters based on Bayesian Quadrature

kalman-filtering gaussian-processes nonlinear-filtering bayesian-quadrature moment-transform nonlinear-kalman-filters

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Python

anh-tong / bqtorch

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An implementation of Bayesian Quadrature based on GPytorch

gaussian-processes bayesian-quadrature

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Python

ShaunMcDonald1021 / laplace_approximation_diagnostic

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Code for the manuscript "A probabilistic diagnostic for Laplace approximations: Introduction and experimentation"

bayesian-inference probabilistic-numerics bayesian-quadrature

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MATLAB

jacobnzw / SSMToybox_old

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Sigma-Point Filters based on Bayesian Quadrature

kalman-filtering gaussian-process nonlinear-filtering bayesian-quadrature moment-transform

Updated
Python

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