latin-hypercube-sampling

There are 3 repositories under latin-hypercube-sampling topic.

SURGroup / UQpy
UQpy (Uncertainty Quantification with python) is a general purpose Python toolbox for modeling uncertainty in physical and mathematical systems.
uncertainty-quantification uncertainty-propagation uncertainty-sampling probability probabilistic stochastic stochastic-process monte-carlo monte-carlo-simulation latin-hypercube latin-hypercube-sampling
Language:Python 247
sahilm89 / lhsmdu
This is an implementation of Deutsch and Deutsch, "Latin hypercube sampling with multidimensional uniformity", Journal of Statistical Planning and Inference 142 (2012) , 763-772
latin-hypercube latin-hypercube-sampling python python3 sampling statistics
Language:HTML 79
relf / egobox
Efficient global optimization toolbox in Rust: bayesian optimization, mixture of gaussian processes, sampling methods
global-optimization gaussian-processes mixture-of-experts latin-hypercube-sampling surrogate-models
Language:Rust 47
bertcarnell / lhs
Provides a number of methods for creating and augmenting Latin Hypercube Samples and Orthogonal Array Latin Hypercube Samples
r latin-hypercube-sample latin-hypercube latin-hypercube-sampling orthogonal-arrays r-package lhs
Language:C++ 36
tstran155 / Optimization-of-building-energy-consumption
This repo demonstrates how to build a surrogate (proxy) model by multivariate regressing building energy consumption data (univariate and multivariate) and use (1) Bayesian framework, (2) Pyomo package, (3) Genetic algorithm with local search, and (4) Pymoo package to find optimum design parameters and minimum energy consumption.
bayesian-optimization building-energy hvac machine-learning-algorithms sobol-indices xgboost-regression cross-validation latin-hypercube-sampling ipopt pyomo nonlinear-optimization gurobi-solver genetic-optimization-algorithm probabilistic-inference stochastic-optimization multivariate-regression multi-objective-optimization nsga-ii pymoo deterministic
Language:Jupyter Notebook 19
bertcarnell / lhslib
Latin hypercube sampling code for the lhs pacakge in the statistical software package R (www.r-project.org)
latin-hypercube-sampling c-plus-plus r rcpp
Language:C++ 9
mikediessner / simplelhs
Simple implementation of Latin Hypercube Sampling.
design-of-experiments latin-hypercube-sampling space-filling-designs numpy
Language:Python 6
jakobbossek / dandy
Wrapper for sampling methods in R and approximate star discrepancy calculation
discrepancy sampling design latin-hypercube-sampling sobol-sequence halton-sequence pseudo-random-generator quasi-random-generator
Language:C 3
brsynth / icfree-ml
Design of experiments (DoE) and machine learning packages for the iCFree project
machine-learning cell-free design-of-experiments latin-hypercube-sampling
Language:Jupyter Notebook 2
oselin / algorithm_development
Implementation, analysis and benchmarking of optimization algorithms. Developed in Python and results showed in Jupyter Notebook
bayesian-optimization benchmark bfgs latin-hypercube-sampling nelder-mead-algorithm particle-swarm-optimization response-surface-model sobol-sampling
Language:Jupyter Notebook 1
maxEntropyProd / hyperBOB
Optimization using MPI parallel Latin hypercube sampling and BOBYQA
bobyqa fortran90 latin-hypercube-sampling optimization mpi derivative-free-optimization
Language:Fortran 0
siavashtab / SampSimu
Sampling and resampling techniques for random sample generation, estimation, and simulation
python sampling sampling-methods latin-hypercube-sampling antithetic-variates monte-carlo-sampling estimate simulation bootstrap jackknife resampling resampling-methods monte-carlo
Language:Python 0
americast / Latin-Hypercube-Sampling
latin-hypercube-sampling julia
Language:Julia
Azizimj / Hyperparameter-robust-simulation-optimization
Hyperparameter tuning using a robust simulation optimization framework
cnn day-night hyperparameter-optimization latin-hypercube-sampling robust-optimization simulation svm-learning
Language:Python

latin-hypercube-sampling

SURGroup / UQpy

sahilm89 / lhsmdu

relf / egobox

bertcarnell / lhs

tstran155 / Optimization-of-building-energy-consumption

bertcarnell / lhslib

mikediessner / simplelhs

jakobbossek / dandy

brsynth / icfree-ml

oselin / algorithm_development

maxEntropyProd / hyperBOB

siavashtab / SampSimu

americast / Latin-Hypercube-Sampling

Azizimj / Hyperparameter-robust-simulation-optimization