uncertainty-analysis

There are 1 repository under uncertainty-analysis topic.

gempy-project / gempy
GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation data. It also offers support for stochastic modeling to address parameter and model uncertainties.
uq bayesian interpolation geology modeling python uncertainty-analysis uncertainties complex-geological-models monte-carlo-simulation implicit geological geoscience torch
Language:Python 907
ENSTA-U2IS-AI / awesome-uncertainty-deeplearning
This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.
deep-learning uncertainty-quantification uncertainty-estimation uncertainty-neural-networks uncertainty-analysis deep-neural-networks deep-learning-tutorials machine-learning awesome awesome-resources
396
pypest / pyemu
python modules for model-independent uncertainty analyses, data-worth analyses, and interfacing with PEST(++)
python uncertainty-analysis
Language:Reason 167
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 82
JuliaControl / RobustAndOptimalControl.jl
Robust and optimal design and analysis of linear control systems
control-systems robust-control optimal-control control-theory automatic-control hinfinity uncertainty-analysis multivariable-control controls control h-infinity
Language:Julia 50
nrc-cnrc / MetroloPy
Tools for uncertainty propagation and measurement unit conversion — Outils pour la propagation des incertitudes et la conversion d'unités de mesure
uncertainty-propagation uncertainty-analysis uncertainty-visualisation uncertainties unit-conversion unit-converter monte-carlo-simulation error-propagation curve-fitting uncertainty jupyter ipython python3 metrology
Language:Python 31
SticsRPacks / CroptimizR
Estimate Crop Models' parameters
crop-model uncertainty-analysis sensitivity-analysis parameter-estimation
Language:R 23
frankl1 / ustc
Uncertain Shapelet Transform Classification, a shapelet method for uncertain time series classification
time-series classification uncertainty-analysis uncertain-data-mining shapelets shapelet-transform naive-bayes-classifier uncertain-naive-bayes
Language:Jupyter Notebook 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 21
antonbaumann / MIMO-Unet
PyTorch implementation of Probabilistic MIMO U-Net
deep-ensemble u-net uncertainty-neural-networks uncertainty-analysis uncertainty-estimation uncertainty-quantification
Language:Python 14
lhalloran / COMPEST
An interface connecting COMSOL Multiphysics and PEST to solve inverse modelling problems using forward finite element models (paper here: http://doi.org/10.1016/j.cageo.2019.02.001)
pest comsol-multiphysics comsol parameter-estimation uncertainty-analysis isotopologue contaminants groundwater hydrogeology
Language:Java 10
ksawicka / spup
R package: spup - Spatial Uncertainty Propagation Analysis
r-package spatial uncertainty-propagation uncertainty-analysis monte-carlo
Language:HTML 9
DataResponsibly / Virny
An in-depth performance profiling library for machine learning models
fair-ml machine-learning python responsible-ai robustness uncertainty-analysis
Language:Python 8
djene-mengistu / UAPS
This repo contains implementation of uncertainty estimation, rectification, and minimization for guiding the pseudo-label learning in semi-supervised defect segmentation setting.
consistency-regularization defect-detection defect-segmentation machine-learning machine-vision pseudo-labeling semi-supervised-learning uncertainty-analysis uncertainty-estimation
Language:Python 8
blueOceanSustainableSolutions / pyTST
Python library and command line tool performing the Transient Scanning Technique by Brouwer et al.
signal-processing cfd experimental-data transient tst python-library uncertainty-analysis python
Language:Python 7
JBris / model-calibration-evaluation
Evaluating model calibration methods for sensitivity analysis, uncertainty analysis, optimisation, and Bayesian inference
bayesian-optimization bayesian-statistics pymc sensitivity-analysis uncertainty-analysis polynomial-chaos polynomial-chaos-expansion differential-evolution-mcmc sobol-indices global-optimization approximate-bayesian-computation kriging surrogate-models optuna shuffled-complex-evolution likelihood-free-inference bolfi simulation-based-inference deep-learning generative-neural-network
Language:Python 7
maxbiostat / R0_uncertainty
Some remarks on prior modelling for the basic reproductive number in the Susceptible-Infected-Recovered (SIR) epidemic model
epidemiology uncertainty-analysis sir r0 gamma-ratio-distribution prior-distribution
Language:Jupyter Notebook 6
martukas / uncertain
Uncertainty propagation in C++
uncertainty-propagation uncertainty uncertainties uncertainty-analysis
Language:C++ 4
fgullo / jcludata
Clustering algorithms for uncertain data
clustering cluster-analysis uncertain-databases uncertain-data information-theory k-medoids hierarchical-clustering partitional-clustering uncertainty-analysis
Language:Java 3
REEPS
adsmer2 / REEPS
Recovery of rare Earth Elements from Phosphogypsum System
chemical-engineering life-cycle-assessment python rare-earth-elements sustainability sensitivity-analysis uncertainty-analysis techno-economic-analysis
Language:Python 2
COST-FP1304-PROFOUND / ProfoundProducts
An overview about PROFOUND code, data, protocols and algorithms for interfacing, calibrating and comparing forest models
model-calibration uncertainty-analysis sensitivity-analysis mcmc forest-models forest-simulator forest-dataset
Language:Fortran 2
zeinebchelly / Sp-RST
Distributed Rough Set Theory for Feature Selection
feature-selection rough-sets scala spark uncertainty-analysis
Language:Scala 2
DelTA-Lab-IITK / PDUN
Probabilistic framework for solving Visual Dialog
uncertainty-neural-networks uncertainty-analysis uncertainty-visualisation vae vae-implementation diversity diversity-measurement visual-dialog visual-question-answering visual-questions-generation
1
TillF / MMEMO
Scripts and data used in a study to assess the impact of various model enhancements on the performance of a hydro-sedimentological model.
hydrological-modelling sensitivity-analysis uncertainty-analysis
Language:R 1
bradleymconrad / OCECgo
A MatLab tool for calibration and uncertainty analysis of the Sunset Model 4 Instrument
matlab uncertainty-analysis
Language:MATLAB 0
Uncertainty-Quantification_Monte-Carlo_SIM
pyHealth / Uncertainty-Quantification_Monte-Carlo_SIM
Uncertainty Quantification in python using Monte-Carlo simulation
monte-carlo-simulation python uncertainty-analysis uncertainty-quantification
0
tupui / HDR-Boxplot
Functional highest density region boxplot
python statistics visualization uncertainty-analysis
Language:Python 0
douglasdavis / aou
Analysis of uncertainty notes
uncertainty-analysis
Language:TeX
nmlemus / PhdThesis
latex uncertainty-quantification uncertainty-propagation uncertainty-analysis information-entropy probability-distributions big-data
Language:PostScript
nmlemus / suq2
Simulation Uncertainty Quantification Querying
r uncertainty-quantification uncertainty uncertainty-propagation uncertainty-analysis gld
Language:R
ShashwatNigam99 / MR-assign-4-Extended_Kalman_Filter
Extended Kalman Filter : To estimate the 2D pose of the robot throughout its traversal using these sensor measurements by applying an Extended Kalman filter.
extended-kalman-filters pose-estimation odometry uncertainty-analysis
Language:Jupyter Notebook