Skip to content
This repository has been archived by the owner on Jul 22, 2024. It is now read-only.
/ geostats-gen-error Public archive

Generalization error of learning models under covariate shift and spatial correlation

License

Notifications You must be signed in to change notification settings

IBM/geostats-gen-error

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Overview

This repository contains the experiments of the paper:

Hoffimann et. al. 2020. Geostatistical learning: challenges and opportunities.

Instructions

After cloning the repository, you can either run the scripts to reproduce the results in your machine, or plot the results that were saved in the repository by the authors.

Please make sure that you have Julia v1.4 or a newer version of the language installed.

Running

From the root folder of the project:

# Gaussian experiment
$ julia --project gaussian.jl

# New Zealand experiment
$ julia --project newzealand.jl

Plotting

Run the same commands but from the results folder.

Results

Gaussian

gaussian-plot1 gaussian-plot1 gaussian-plot1

New Zealand

Onshore -> Offshore

newzealand-onoff

No covariate shift

newzealand-noshift

About

Generalization error of learning models under covariate shift and spatial correlation

Topics

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages