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 863
kundajelab / deeplift
Public facing deeplift repo
deeplift sensitivity-analysis integrated-gradients guided-backpropagation saliency-map interpretable-deep-learning interpretability
Language:Python 810
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.
machine-learning bayesian-optimization uncertainty-quantification multi-fidelity experimental-design bayesian-quadrature sensitivity-analysis decision-making emulation python
Language:Python 586
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 496
chaospy
jonathf / chaospy
Chaospy - Toolbox for performing uncertainty quantification.
gaussian-quadrature probability-distribution sensitivity-analysis sparse-grids statistics uncertainty-quantification variance-reduction
Language:Python 437
1202kbs / Understanding-NN
Tensorflow tutorial for various Deep Neural Network visualization techniques
computer-vision deep-taylor-decomposition interpretable-deep-learning lrp sensitivity-analysis tensorflow tutorial
Language:Jupyter Notebook 345
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 329
simetenn / uncertainpy
Uncertainpy: a Python toolbox for uncertainty quantification and sensitivity analysis, tailored towards computational neuroscience.
computational-modeling neuroscience python sensitivity-analysis uncertainty-quantification
Language:Python 220
SciML / Sundials.jl
Julia interface to Sundials, including a nonlinear solver (KINSOL), ODE's (CVODE and ARKODE), and DAE's (IDA) in a SciML scientific machine learning enabled manner
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 208
biosteam
BioSTEAMDevelopmentGroup / biosteam
The Biorefinery Simulation and Techno-Economic Analysis Modules; Life Cycle Assessment; Chemical Process Simulation Under Uncertainty
biochemical-process bioprocess biorefinery centrifuge chemical-engineering distillation fermentation flash heat-exchanger life-cycle-assessment monte-carlo process-simulation pump reactor sensitivity-analysis techno-economic-analysis thermodynamics unit-operation
Language:Python 174
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 152
usgs / pestpp
tools for scalable and non-intrusive parameter estimation, uncertainty analysis and sensitivity analysis
uncertainty-quantification parameter-estimation ensembles optimization-tools optimization sensitivity-analysis global-sensitivity-analysis parallel-computing non-intrusive ensemble-methods
Language:C++ 125
AMICI
AMICI-dev / AMICI
Advanced Multilanguage Interface to CVODES and IDAS
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:Jupyter Notebook 108
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 101
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 95
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 52
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 51
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 51
cossan-working-group / OpenCossan
OpenCossan is an open and free toolbox for uncertainty quantification and management.
uncertainty-quantification reliability sensitivity-analysis optimization monte-carlo-simulation
Language:MATLAB 49
grinsfem / grins
Multiphysics Finite Element package built on libMesh
libmesh fem multiphysics amr hpc adjoints sensitivity-analysis quantities-of-interest
Language:C++ 47
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++ 43
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 43
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 35
dacelib / dace
Differential Algebra Computational Toolbox
numerical-methods differential-algebra automatic-differentiation dace uncertainty-propagation sensitivity-analysis
Language:C++ 34
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 30
FriesischScott / UncertaintyQuantification.jl
Uncertainty Quantification in Julia
julia uncertainty-quantification reliability-analysis monte-carlo-simulation metamodeling sensitivity-analysis
Language:Julia 28
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 26
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 25
rballester / ttrecipes
Metamodeling, sensitivity analysis and visualization using the tensor train format
tensor-train tensor-decomposition visualization sensitivity-analysis anova sobol-method tensor-approximation
Language:Python 23
SticsRPacks / CroptimizR
Estimate Crop Models' parameters
crop-model uncertainty-analysis sensitivity-analysis parameter-estimation
Language:R 23
asemic-horizon / stanton
Greenbox: Excel-based Monte Carlo three-point sensitivity analysis
sensitivity-analysis spreadsheet model-emulation
Language:Python 22
fastNLfea
SimonThel / fastNLfea
Fast nonlinear FEA tailored for topology optimization
topology-optimization finite-element-methods finite-element-analysis vectorized-computation matlab optimization sensitivity-analysis sensitivity
Language:MATLAB 22
DrTol / TRNSYSfromPython
Python script for automated running of the TRNSYS simulations
trnsys automated-scripts sensitivity-analysis parametric-analysis
Language:Python 21
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 21
Simulation-Decomposition / simdec-python
Sensitivity analysis using simulation decomposition
sensitivity-analysis visualization computational-modeling uncertainty
Language:Python 21
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 20