Projects in Awesome Lists tagged with sensitivity-analysis
A curated list of projects in awesome lists tagged with sensitivity-analysis .
https://github.com/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
Last synced: 13 May 2025
https://github.com/kundajelab/deeplift
Public facing deeplift repo
deeplift guided-backpropagation integrated-gradients interpretability interpretable-deep-learning saliency-map sensitivity-analysis
Last synced: 27 Jan 2026
https://github.com/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
Last synced: 04 May 2025
https://github.com/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.
dae-solver high-performance-computing hpc math-physics nonlinear-equation-solver ode-solver parallel-computing radiuss scientific-computing sensitivity-analysis solver time-integration
Last synced: 15 May 2025
https://github.com/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
Last synced: 09 Apr 2025
https://github.com/jonathf/chaospy
Chaospy - Toolbox for performing uncertainty quantification.
gaussian-quadrature probability-distribution sensitivity-analysis sparse-grids statistics uncertainty-quantification variance-reduction
Last synced: 16 May 2025
https://github.com/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.
adjoint backpropogation dae dde differential-equations differentialequations hacktoberfest neural-ode neural-sde ode scientific-machine-learning sciml sde sensitivity-analysis
Last synced: 28 Feb 2026
https://github.com/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
Last synced: 01 May 2025
https://github.com/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.
adjoint backpropogation dae dde differential-equations differentialequations hacktoberfest neural-ode neural-sde ode scientific-machine-learning sciml sde sensitivity-analysis
Last synced: 04 May 2025
https://github.com/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
arkode clang cvode dae differential-algebraic-equations differential-equations differentialequations hacktoberfest hybrid-differential-equation ida idas julia kinsol ode ordinary-differential-equations scientific-machine-learning sciml sensitivity-analysis sundials sundials-libraries
Last synced: 22 Jul 2025
https://github.com/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
Last synced: 07 May 2025
https://github.com/fancompute/angler
Frequency-domain photonic simulation and inverse design optimization for linear and nonlinear devices
adjoint adjoint-sensitivities electromagnetic fdfd frequency-domain inverse-problems mkl nonlinear-devices optics optimization photonics sensitivity-analysis simulation solver
Last synced: 21 Jan 2026
https://github.com/amici-dev/amici
High-performance sensitivity analysis for large ordinary differential equation models
adjoint-sensitivities cvode cvodes differentialequations forward-sensitivities hacktoberfest idas kinetic-modeling mechanistic-models modeling ode parameter-estimation petab pysb python sbml sensitivities sensitivity-analysis simulation systemsbiology
Last synced: 13 Mar 2026
https://github.com/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
Last synced: 04 Apr 2025
https://github.com/scottshambaugh/monaco
Quantify uncertainty and sensitivities in your computer models with an industry-grade Monte Carlo library.
data-science monaco monte-carlo python scientific-computing sensitivity-analysis simulation statistics uncertainty-analysis uncertainty-quantification
Last synced: 03 Apr 2026
https://github.com/AMICI-dev/AMICI
Advanced Multilanguage Interface to CVODES and IDAS
adjoint-sensitivities cvode cvodes differentialequations forward-sensitivities hacktoberfest idas kinetic-modeling mechanistic-models modeling ode parameter-estimation petab pysb python sbml sensitivities sensitivity-analysis simulation systemsbiology
Last synced: 04 May 2025
https://github.com/madsjulia/mads.jl
MADS: Model Analysis & Decision Support
blind-source-separation calibration data-analytics decision-making decision-support high-performance-computing inversion machine-learning matrix-factorization model-analysis model-reduction parameter-estimation sensitivity-analysis uncertainty-quantification
Last synced: 12 Feb 2026
https://github.com/n-kall/priorsense
priorsense: an R package for prior diagnostics and sensitivity
bayes bayesian bayesian-data-analysis bayesian-methods prior-distribution r r-package sensitivity-analysis stan
Last synced: 05 Apr 2025
https://github.com/SciML/GlobalSensitivity.jl
Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia
differential-equations efast global-sensitivity-analysis gsa julia julia-language julialang morris-method ode ordinary-differential-equations scientific-machine-learning sciml sensitivity-analysis sobol-method
Last synced: 04 May 2025
https://github.com/sciml/globalsensitivity.jl
Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia
differential-equations efast global-sensitivity-analysis gsa julia julia-language julialang morris-method ode ordinary-differential-equations scientific-machine-learning sciml sensitivity-analysis sobol-method
Last synced: 05 Apr 2025
https://github.com/grinsfem/grins
Multiphysics Finite Element package built on libMesh
adjoints amr fem hpc libmesh multiphysics quantities-of-interest sensitivity-analysis
Last synced: 12 Mar 2026
https://github.com/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
Last synced: 27 Jan 2026
https://github.com/friesischscott/uncertaintyquantification.jl
Uncertainty Quantification in Julia
hacktoberfest julia metamodeling monte-carlo-simulation reliability-analysis sensitivity-analysis uncertainty-quantification
Last synced: 06 Apr 2025
https://github.com/frankaging/bert-lrp
On Explaining Your Explanations of BERT: An Empirical Study with Sequence Classification
attribution-extraction attribution-methods bert decision gradient-hooks mutli-gpu ready-to-use relevance-scores saliency-detection sensitivity-analysis sentiment-analysis
Last synced: 29 Apr 2025
https://github.com/sticsrpacks/croptimizr
Estimate Crop Models' parameters
crop-model parameter-estimation sensitivity-analysis uncertainty-analysis
Last synced: 29 Oct 2025
https://github.com/filippoairaldi/casadi-nlp
Nonlinear Progamming with CasADi
casadi nonlinear-optimization sensitivity-analysis
Last synced: 09 Oct 2025
https://github.com/renatomaynard/gurobi-sensitivity-analysis
Linear Programming model for Production Planning with full Sensitivity Analysis, including shadow prices, reduced costs, and resource bounds.
dual-values duality gurobi gurobipy linear-programming lp mathamtical-optimization operations-research optimization reduced-cost sensitivity-analysis shadow-prices
Last synced: 23 Feb 2026
https://github.com/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 pentest-tool pentesting python sensitivity-analysis webscraper
Last synced: 29 Jul 2025
https://github.com/carloscinelli/dml.sensemakr
Sensitivity analysis tools for causal ML
causal-inference debiased-machine-learning double-machine-learning machine-learning r r-package sensitivity-analysis
Last synced: 24 Dec 2025
https://github.com/wrkampi/extensisq
Extend scipy.integrate with various methods for solve_ivp
adams adams-bashforth-moulton cash-karp dae ivp ode ode-solver ode113 runge-kutta scipy scipy-integrate sensitivity sensitivity-analysis shampine-gordon solver
Last synced: 12 Apr 2025
https://github.com/jiweiqi/ignsens
Efficient approach for evaluating the sensitivity of ignition delay time. Implement with Cantera/Python
cantera combustion python sensitivity-analysis
Last synced: 16 Oct 2025
https://github.com/csdms/dakotathon
A Python API and BMI for the Dakota iterative systems analysis toolkit
bmi csdms dakota python sensitivity-analysis uncertainty-quantification
Last synced: 07 Sep 2025
https://github.com/energyinpython/pyrepo-mcda
The Python 3 library for Multi-Criteria Decision Analysis.
compromise-ranking distance-metrics mcda python sensitivity-analysis
Last synced: 16 Jan 2026
https://github.com/madsjulia/anasol.jl
Analytical solutions for groundwater contaminant transport
analyses analytical-solution contamination decision-support flow groundwater julia mads migration modeling prediction sensitivity-analysis transport uncertainty-quantification
Last synced: 22 Apr 2025
https://github.com/hongyuanjia/epluspar
Conduct parametric analysis on EnergyPlus models in R
bayesian-calibration energyplus parametric r sensitivity-analysis
Last synced: 13 Mar 2026
https://github.com/damar-wicaksono/uqtestfuns
A Python3 library of test functions from the uncertainty quantification community with a common interface for validation and benchmarking purposes.
metamodeling python reliability-analysis sensitivity-analysis test-functions uncertainty-quantification
Last synced: 14 Jan 2026
https://github.com/apoorvalal/ivdiag
IV diagnostics package accompanying Lal, Lockhart, Xu, and Zu (2023).
bootstrap econometrics instrumental-variable sensitivity-analysis
Last synced: 12 Apr 2025
https://github.com/khairulislam/timeseries-explained
Interpreting Deep Learning timeseries models using Local Interpretation methods
deep-learning interpretation machine-learning sensitivity-analysis time-series transformers
Last synced: 17 Aug 2025
https://github.com/bertcarnell/tornado
tornado plots for model sensitivity analysis
explanability regression sensitivity-analysis
Last synced: 01 Nov 2025
https://github.com/aleksandra-kim/akula
Global sensitivity analysis that takes into account correlations and dependencies in the LCA model during uncertainty propagation with Monte Carlo approach.
aleksandra-kim correlations nrp-73 sensitivity-analysis uncertainty-propagation
Last synced: 07 Mar 2026
https://github.com/byuflowlab/coupledsystems.jl
Easily model and obtain analytic derivatives of arbitrarily complex coupled systems
multidisciplinary-optimization sensitivity-analysis
Last synced: 26 Jan 2026
https://github.com/seungjae2525/rmstsens
Sensitivity Analysis for Difference in adjusted Restricted Mean Survival Time to Unmeasured Confounding
r rmst sensitivity-analysis unmeasured-confounding
Last synced: 02 Apr 2026
https://github.com/americocunhajr/sobios
SoBioS is an easy-to-run Matlab code to compute Sobol' indices for biological systems.
bioinformatics biomathematics computational-biology dynamical-systems global-sensitivity-analysis nonlinear-dynamics sensitivity-analysis sobol-indices uerj ufrj
Last synced: 23 Apr 2025
https://github.com/mathworks/sensitivity-analysis-with-matlab-for-student-competition-scores
This repository presents the MATLAB code for sensitivity analysis to identify the most sensitive design variable for aircraft design.
aeromodelling aerospace aircraft design matlab sensitivity-analysis
Last synced: 06 May 2025
https://github.com/briochemc/f1method.jl
F-1 method
autodifferentiation dual-numbers efficient hyperdual-numbers iterative-methods julia modeling optimization optimizer sensitivity-analysis solver
Last synced: 28 May 2026
https://github.com/nanhung/pksensi
An R package for applying global sensitivity analysis in physiologically based kinetic modeling
gnu-mcsim pharmacokinetics r r-package rstats sensitivity sensitivity-analysis
Last synced: 17 Mar 2025
https://github.com/jbris/model-calibration-evaluation
Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference
approximate-bayesian-computation bayesian-optimization bayesian-statistics bolfi deep-learning differential-evolution-mcmc generative-neural-network global-optimization kriging likelihood-free-inference optuna polynomial-chaos polynomial-chaos-expansion pymc sensitivity-analysis shuffled-complex-evolution simulation-based-inference sobol-indices surrogate-models uncertainty-analysis
Last synced: 04 May 2025
https://github.com/fusion809/simplex
Linear programme solver that uses the simplex method. Has advanced features and shows full working.
linear-programming-solver operations-research sensitivity-analysis simplex simplex-algorithm simplex-method
Last synced: 23 Oct 2025
https://github.com/simulation-decomposition/simdec-matlab
Sensitivity analysis using simulation decomposition
computational-modeling sensitivity-analysis uncertainty visualization
Last synced: 25 Dec 2025
https://github.com/zapiano/sashe.jl
A Julia package for sensitivity analysis wih Shapley effects.
sensitivity-analysis shapley-effect shapley-values statistics
Last synced: 21 Oct 2025
https://github.com/briochemc/F1Method.jl
F-1 method
autodifferentiation dual-numbers efficient hyperdual-numbers iterative-methods julia modeling optimization optimizer sensitivity-analysis solver
Last synced: 04 May 2025
https://github.com/pedroguarderas/krig
Spatial Statistic with Kriging
anova-kernels co-kriging gaussian-processes geostatistics kernels kriging r sensitivity-analysis sobol spatial-statistics
Last synced: 23 Apr 2025
https://github.com/jds485/rhessys_paramsa-cal-giopt
Morris global sensitivity analysis, Bayesian DREAMzs calibration, and multi-objective optimization of green infrastructure using the RHESSys ecohydrological model.
bayesian-calibration optimization rhessys sensitivity-analysis
Last synced: 16 May 2025
https://github.com/jaabmar/confounder-lower-bound
Implementation for the paper "Hidden yet quantifiable: A lower bound for confounding strength using randomized trials"
causal-inference causality epidemiology healthcare hidden-confounding observational-study postmarketing randomized-trial sensitivity-analysis
Last synced: 15 Mar 2026
https://github.com/msturroc/variogramanalysis.jl
A pure julia implementation of the VARS global sensitivity analysis method
modelling parameter-sensitivity-methods sensitivity-analysis
Last synced: 21 Oct 2025
https://github.com/emanuelhuber/emanuelhuber.github.io
Research website
braided-river emanuel geophysics ground-penetrating-radar huber hydrogeology marked-point-process mcmc research sensitivity-analysis uncertainty-quantification
Last synced: 27 Jan 2026
https://github.com/tupui/phd-thesis
PHD Thesis at CERFACS: Uncertainty Quantification for High Dimensional Problems
computational-fluid-dynamics sensitivity-analysis uncertainty-quantification uncertainty-sampling uncertainty-visualisation
Last synced: 18 Feb 2026
https://github.com/akapet00/em-hodgkin-huxley
Code for the paper "Stochastic analysis of the electromagnetic induction effect on a neuron's action potential dynamics"
electromagnetic-induction electrophysiology hodgkin-huxley-model matlab nonlinear-dynamics python sensitivity-analysis uncertainty-quantification
Last synced: 02 Mar 2025
https://github.com/ym1906/uq-sa-fusion-optimisation
Uncertainty Quantification and Sensitivity Analysis developed by the PPMI Group at UKAEA
nuclearfusion robustness-analysis sensitivity-analysis uncertainty-quantification
Last synced: 17 Jan 2026
https://github.com/tupui/batman
batman, uncertainty quantification made easy. Any solver, non intrusive.
bayesian-optimization optimization python sensitivity-analysis uncertainty
Last synced: 07 Jan 2026
https://github.com/paulgovan/pra
Project Risk Analysis
causal-networks contingency-analysis monte-carlo-simulation r risk-analysis sensitivity-analysis
Last synced: 15 Apr 2025
https://github.com/saezlab/cnorprob
Probabilistic logic version of CellNOpt (derived from FALCON)
knockout-bootstrap logic optimization-tools probabilistic-models r sensitivity-analysis
Last synced: 15 Mar 2025
https://github.com/ahmetzamanis/usedcarkicksclassification
Imbalanced classification with scikit-learn and PyTorch Lightning.
class-weights classification classification-metrics data-science deep-learning focal-loss hyperparameter-optimization imbalanced-classification logistic-regression machine-learning neural-network optuna python pytorch pytorch-lightning scikit-learn sensitivity-analysis stochastic-gradient-descent support-vector-machines xgboost
Last synced: 10 May 2026
https://github.com/jds485/geothermal_esda
This repository contains exploratory spatial data analysis (ESDA) functions and scripts. These functions are designed for geothermal spatial datasets, and are applicable to other spatial datasets.
bht exploratory-data-analysis exploratory-data-visualizations geothermal heat-flux nonparametric-statistics outlier-detection sensitivity-analysis spatial-analysis spatial-data-analysis spatial-data-science
Last synced: 16 May 2025
https://github.com/vojtamolda/sundials.swift
Suite of nonlinear and differential/algebraic equation solvers wrapped for Swift.
automatic-differentiation ordinary-differential-equations sensitivity-analysis
Last synced: 03 Jul 2025
https://github.com/mkoohafkan/reval
repeated function evaluation for sensitivity analysis in R
parallel r sensitivity-analysis
Last synced: 21 Feb 2026
https://github.com/kuan-liu-lab/causens
An R package for causal sensitivity analysis methods
causal-inference r sensitivity-analysis
Last synced: 05 Jul 2025
https://github.com/seungjae2525/gsamu
GSAMU: Sensitivity analysis for effects of multiple exposures in the presence of unmeasured confounding: non-Gaussian and time-to-event outcomes
multiple-exposures non-gaussian r sensitivity-analysis time-to-event unmeasured-confounding
Last synced: 17 May 2026
https://github.com/sfcheung/semfindr
A find(e)r of influential cases and outliers in SEM
diagnostics influential-cases lavaan outlier-detection r r-package sensitivity-analysis structural-equation-modeling
Last synced: 24 Feb 2026
https://github.com/blakeaw/objectivelearner
Get more out of objective function evaluations made during model calibrations.
linear-regression machine-learning model-calibrations python python-decorators sensitivity-analysis
Last synced: 29 Apr 2026
https://github.com/elkronos/bmber
Bayesian Model Building and Evaluation Repository
bayesian-inference bayesian-statistics r rstan sensitivity-analysis statistics
Last synced: 17 Mar 2025
https://github.com/kevinlacaille/pol2-commissioning
Noise analysis on POL-2 and sensitivity of JCMT/SCUBA-2 while POL-2 mounted on the telescope.
astronomy astrophysics commissioning noise-analysis polarimetry python sensitivity-analysis telescope
Last synced: 10 Sep 2025
https://github.com/aleksandra-kim/gsa-dashboard
This dashboard attempts to combine the motivation behind Global Sensitivity Analysis of Life Cycle Assessment, with necessary computations and visualization of the results -all in one place.
aleksandra-kim life-cycle-assessment nrp-73 sensitivity-analysis uncertainty
Last synced: 19 Oct 2025
https://github.com/mtsokol/epidemic-modelling-workshop
An introduction to sensitivity analysis and 4D-Var data assimilation method in epidemic modelling setting
4d-var data-assimilation seir-model sensitivity-analysis tensorflow
Last synced: 02 Mar 2025
https://github.com/clay-good/nidus
An open-source, deterministic multi-scale research simulator built in Rust that maps human gestational physiology across the maternal-placental-fetal axis, utilizing a strict confidence-tier framework to automatically generate high-information-yield experimental hypotheses for physical wet-labs.
bioinformatics computational-biology fetal-development fixed-point-arithmetic hypothesis-generation mathematical-modeling multiscale-modeling open-science physiological-simulation placental-biology pregnancy-research pyo3 python-bindings reproducible-research rust scientific-computing sensitivity-analysis simulation-engine systems-biology systems-pharmacology
Last synced: 30 May 2026
https://github.com/tpilz/lumpr_paper
Scripts to reproduce the paper of Pilz et al. (2017) describing the lumpR package
hydrological-modelling landscape-discretisation latex lumpr r reproducible-paper sensitivity-analysis wasa-sed
Last synced: 18 Jan 2026
https://github.com/gaaniruddha/fit5097
This repository contains assignment #1 that was completed as a part of "FIT5097 Business Intelligence Modelling", taught at Monash Uni in S2 2020.
integer-linear-programming inventory-management linear-programming network-modelling sensitivity-analysis transshipment
Last synced: 11 Feb 2026
https://github.com/krtab/cvode_wrap
A wrapper around the cvode(S) ODE solver from sundials. Mirror of https://gitlab.inria.fr/InBio/Public/cvode-rust-wrap
ode ode-solver sensitivity-analysis
Last synced: 12 Apr 2025
https://github.com/maikol-solis/sobolnp
Nonparametric Sobol Estimator with Bootstrap Bandwidth
bandwidth bootstrap cross-validation nonparametric-regression sensitivity-analysis
Last synced: 16 May 2026
https://github.com/stefagnone/-optimization-model-for-lavazza-s-logistics-network
Predictive optimization model designed to improve logistics efficiency for Lavazza by identifying cost-effective warehouse locations and distribution strategies, ultimately saving 15% on transportation costs.
business-modeling cost-reduction data-science excel lavazza logistics-optimization scenario-analysis sensitivity-analysis supply-chain-efficiency warehouse-optimization
Last synced: 18 Jan 2026
