sensitivity-analysis

There are 14 repositories under sensitivity-analysis topic.

SALib / SALib
Sensitivity Analysis Library in Python. Contains Sobol, Morris, FAST, and other methods.
global-sensitivity-analysis joss morris numpy python salib sensitivity-analysis sensitivity-analysis-library sobol uncertainty uncertainty-quantification
Language:Python 953
kundajelab / deeplift
Public facing deeplift repo
deeplift sensitivity-analysis integrated-gradients guided-backpropagation saliency-map interpretable-deep-learning interpretability
Language:Python 868
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.
bayesian-optimization bayesian-quadrature decision-making emulation experimental-design machine-learning multi-fidelity python sensitivity-analysis uncertainty-quantification
Language:Python 638
LLNL / sundials
Official development repository for SUNDIALS - a SUite of Nonlinear and DIfferential/ALgebraic equation Solvers. Pull requests are welcome for bug fixes and minor changes.
ode-solver dae-solver nonlinear-equation-solver sensitivity-analysis time-integration scientific-computing parallel-computing hpc math-physics radiuss solver high-performance-computing
Language:C 609
chaospy
jonathf / chaospy
Chaospy - Toolbox for performing uncertainty quantification.
gaussian-quadrature probability-distribution sensitivity-analysis sparse-grids statistics uncertainty-quantification variance-reduction
Language:Python 466
SciML / SciMLSensitivity.jl
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.
differentialequations sensitivity-analysis neural-ode adjoint backpropogation neural-sde ode sde dae dde sciml scientific-machine-learning hacktoberfest differential-equations
Language:Julia 369
1202kbs / Understanding-NN
Tensorflow tutorial for various Deep Neural Network visualization techniques
tensorflow computer-vision tutorial sensitivity-analysis lrp deep-taylor-decomposition interpretable-deep-learning
Language:Jupyter Notebook 346
simetenn / uncertainpy
Uncertainpy: a Python toolbox for uncertainty quantification and sensitivity analysis, tailored towards computational neuroscience.
uncertainty-quantification sensitivity-analysis neuroscience python computational-modeling
Language:Python 230
biosteam
BioSTEAMDevelopmentGroup / biosteam
The Biorefinery Simulation and Techno-Economic Analysis Modules; Life Cycle Assessment; Chemical Process Simulation Under Uncertainty
distillation flash biorefinery bioprocess fermentation thermodynamics pump monte-carlo heat-exchanger techno-economic-analysis chemical-engineering biochemical-process unit-operation process-simulation sensitivity-analysis reactor centrifuge life-cycle-assessment
Language:Python 225
SciML / Sundials.jl
Julia interface to Sundials, including a nonlinear solver (KINSOL), ODEs (CVODE and ARKODE), and DAEs (IDA)
julia sundials cvode ida ode differential-equations differentialequations ordinary-differential-equations dae differential-algebraic-equations sensitivity-analysis arkode idas kinsol sundials-libraries clang sciml scientific-machine-learning hybrid-differential-equation hacktoberfest
Language:Julia 210
fancompute / angler
Frequency-domain photonic simulation and inverse design optimization for linear and nonlinear devices
optimization fdfd simulation electromagnetic inverse-problems adjoint-sensitivities adjoint mkl solver frequency-domain nonlinear-devices optics photonics sensitivity-analysis
Language:Python 173
usgs / pestpp
tools for scalable and non-intrusive parameter estimation, uncertainty analysis and sensitivity analysis
ensemble-methods ensembles global-sensitivity-analysis non-intrusive optimization optimization-tools parallel-computing parameter-estimation sensitivity-analysis uncertainty-quantification
Language:C++ 162
AMICI
AMICI-dev / AMICI
High-performance sensitivity analysis for large ordinary differential equation models
differentialequations sensitivities simulation adjoint-sensitivities forward-sensitivities sbml systemsbiology cvode python kinetic-modeling mechanistic-models sensitivity-analysis cvodes idas pysb petab ode parameter-estimation hacktoberfest modeling
Language:C++ 127
monaco
scottshambaugh / monaco
Quantify uncertainty and sensitivities in your computer models with an industry-grade Monte Carlo library.
monte-carlo simulation statistics uncertainty-quantification uncertainty-analysis sensitivity-analysis python monaco scientific-computing data-science
Language:Python 123
alan-turing-institute / autoemulate
Emulate simulations easily
active-learning calibration emulation ensemble gaussian-processes history-matching hut23 hut23-1468 mcmc neural-networks pytorch sensitivity-analysis uncertainty-quantification
Language:Python 106
madsjulia / Mads.jl
MADS: Model Analysis & Decision Support
decision-support model-analysis calibration sensitivity-analysis uncertainty-quantification decision-making model-reduction machine-learning blind-source-separation inversion parameter-estimation high-performance-computing matrix-factorization data-analytics
Language:HTML 105
n-kall / priorsense
priorsense: an R package for prior diagnostics and sensitivity
bayesian-data-analysis bayesian-methods prior-distribution r-package sensitivity-analysis stan bayesian r bayes
Language:R 67
PadishahIII / SecretScraper
SecretScraper is a web scraper that crawl through target websites, scrape from http response and extract secret information via regular expression.
crawler cyper hyperscan python sensitivity-analysis webscraper pentest-tool pentesting
Language:Python 65
SciML / GlobalSensitivity.jl
Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia
differential-equations global-sensitivity-analysis gsa julia scientific-machine-learning julia-language julialang morris-method ode ordinary-differential-equations sciml sensitivity-analysis sobol-method efast
Language:Julia 60
mathLab / ATHENA
ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis
active-subspaces kernel-active-subspaces local-active-subspaces machine-learning model-order-reduction nonlinear-level-set-learning parameter-space-reduction python sensitivity-analysis
Language:Python 55
cossan-working-group / OpenCossan
OpenCossan is an open and free toolbox for uncertainty quantification and management.
monte-carlo-simulation optimization reliability sensitivity-analysis uncertainty-quantification
Language:MATLAB 54
JuliaUQ / UncertaintyQuantification.jl
Uncertainty Quantification in Julia
julia uncertainty-quantification reliability-analysis monte-carlo-simulation metamodeling sensitivity-analysis
Language:Julia 52
grinsfem / grins
Multiphysics Finite Element package built on libMesh
libmesh fem multiphysics amr hpc adjoints sensitivity-analysis quantities-of-interest
Language:C++ 48
MASTmultiphysics / mast-multiphysics
Multidisciplinary-design Adaptation and Sensitivity Toolkit (MAST) - Sensitivity-enabled multiphysics FEA for design
finite-element-analysis sensitivity-analysis topology-optimization aeroelasticity fluid-structure-interaction thermoelasticity
Language:C++ 45
dacelib / dace
Differential Algebra Computational Toolbox
numerical-methods differential-algebra automatic-differentiation dace uncertainty-propagation sensitivity-analysis
Language:C 44
swat-model / pySWATPlus
pySWATPlus is a Python library tailored for seamless interaction with the Soil and Water Assessment Tool Plus (SWAT+), empowering users to efficiently manage input and output files within Python environments.
calibration hydrology-modeling sensitivity-analysis
Language:Python 37
mcuntz / jams_fortran
A collection of general Fortran modules in the categories Computational, Date and Time, Input / Output, Math / Numerics, Screening, Sensitivity Analysis and Optimising / Fitting, and Miscellaneous.
date-time fitting input math numeric optimization output screening sensitivity-analysis
Language:Fortran 36
Serapieum-of-alex / Hapi
Hapi is a Python library for building Conceptual Distributed Model using HBV96 lumped model & Muskingum routing method
distributed-systems hydrological-model conceptual-distributed-model hbv raster-functions gis-platform hapi rasters process-rasters hydrological-models python sensitivity-analysis conda flexible
Language:Python 35
dscolby / CausalELM.jl
Taking causal inference to the extreme!
causal-inference causal-machine-learning extreme-learning-machine g-computation interrupted-time-series metalearning observational-studies quasi-experimental assumption-check double-machine-learning nonparametric-model sensitivity-analysis metalearner debiased-machine-learning r-learning s-learner t-learner x-learner doubly-robust
Language:Julia 32
olekssy / evkit
A library for SEC data extraction, equity valuation, discovery of mispriced stocks
investment computational-investments finance dcf capital-markets sensitivity-analysis algorithmic-trading equity-valuation
Language:Python 32
fastNLfea
SimonThel / fastNLfea
Fast nonlinear FEA tailored for topology optimization
finite-element-analysis finite-element-methods matlab optimization sensitivity sensitivity-analysis topology-optimization vectorized-computation
Language:MATLAB 31
pyMOTO
aatmdelissen / pyMOTO
Modular framework for optimization with semi-automatic derivatives
derivatives optimization python sensitivity-analysis structural-engineering topology
Language:Python 29
frankaging / BERT-LRP
On Explaining Your Explanations of BERT: An Empirical Study with Sequence Classification
bert mutli-gpu attribution-extraction ready-to-use sensitivity-analysis sentiment-analysis relevance-scores decision gradient-hooks attribution-methods saliency-detection
Language:Jupyter Notebook 29
vars-tool / vars-tool
VARS-TOOL sensitivity analysis package in Python
sensitivity-analysis uncertainty-quantification uncertainty-analysis global-sensitivity-analysis uncertainty sensitivity
Language:Jupyter Notebook 29
SticsRPacks / CroptimizR
Estimate Crop Models' parameters
crop-model uncertainty-analysis sensitivity-analysis parameter-estimation
Language:R 28
Simulation-Decomposition / simdec-python
Sensitivity analysis using simulation decomposition
sensitivity-analysis visualization computational-modeling uncertainty
Language:Python 27