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 1015
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.
awesome awesome-resources deep-learning deep-learning-tutorials deep-neural-networks machine-learning uncertainty-analysis uncertainty-estimation uncertainty-neural-networks uncertainty-quantification
600
pypest / pyemu
python modules for model-independent uncertainty analyses, data-worth analyses, and interfacing with PEST(++)
python uncertainty-analysis
Language:Python 180
monaco
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
Language:Python 106
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 57
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 35
SticsRPacks / CroptimizR
Estimate Crop Models' parameters
crop-model uncertainty-analysis sensitivity-analysis parameter-estimation
Language:R 24
vars-tool / vars-tool
VARS-TOOL sensitivity analysis package in Python
global-sensitivity-analysis sensitivity sensitivity-analysis uncertainty uncertainty-analysis uncertainty-quantification
Language:Jupyter Notebook 24
frankl1 / ustc
Uncertain Shapelet Transform Classification, a shapelet method for uncertain time series classification
classification naive-bayes-classifier shapelet-transform shapelets time-series uncertain-data-mining uncertain-naive-bayes uncertainty-analysis
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 18
DataResponsibly / Virny
An in-depth performance profiling library for machine learning models
fair-ml machine-learning python responsible-ai robustness uncertainty-analysis
Language:Python 14
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 11
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 11
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
blueOceanSustainableSolutions / pyTST
Python library and command line tool performing the Transient Scanning Technique by Brouwer et al.
cfd experimental-data python python-library signal-processing transient tst uncertainty-analysis
Language:Python 9
ksawicka / spup
R package: spup - Spatial Uncertainty Propagation Analysis
r-package spatial uncertainty-propagation uncertainty-analysis monte-carlo
Language:HTML 9
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:Jupyter Notebook 2
COST-FP1304-PROFOUND / ProfoundProducts
An overview about PROFOUND code, data, protocols and algorithms for interfacing, calibrating and comparing forest models
forest-dataset forest-models forest-simulator mcmc model-calibration sensitivity-analysis uncertainty-analysis
Language:Fortran 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
Wdestroier / payoff_matrix
Payoff matrix creation and real-time decision analysis with multiple decision criteria.
decision-making risk-analysis uncertainty-analysis
Language:Dart 1
zeinebchelly / Sp-RST
Distributed Rough Set Theory for Feature Selection
feature-selection uncertainty-analysis rough-sets spark scala
Language:Scala 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