The University of Southampton
×
Filter your search:
University of Southampton Institutional Repository

Small area population estimates using random forest top-down disaggregation: An R tutorial

Small area population estimates using random forest top-down disaggregation: An R tutorial
Small area population estimates using random forest top-down disaggregation: An R tutorial
This R tutorial demonstrates how to implement random forest top-down disaggregation to estimate populations at finer resolutions using population totals from larger administrative units in combination with higher resolution geospatial covariates.
Human population, sub-national, R tutorial, machine learning, random forest
University of Southampton
Leasure, Douglas
c025de11-3c61-45b0-9b19-68d1d37959cd
Darin, Edith
868fa688-2567-4dbd-aa12-3dcc91f2aa8d
Tatem, Andrew
6c6de104-a5f9-46e0-bb93-a1a7c980513e
Bondarenko, Maksym
1cbea387-2a42-4061-9713-bbfdf4d11226
Leasure, Douglas
c025de11-3c61-45b0-9b19-68d1d37959cd
Darin, Edith
868fa688-2567-4dbd-aa12-3dcc91f2aa8d
Tatem, Andrew
6c6de104-a5f9-46e0-bb93-a1a7c980513e
Bondarenko, Maksym
1cbea387-2a42-4061-9713-bbfdf4d11226

Leasure, Douglas, Darin, Edith and Tatem, Andrew (2021) Small area population estimates using random forest top-down disaggregation: An R tutorial. University of Southampton doi:10.5258/SOTON/WP00697 [Dataset]

Record type: Dataset

Abstract

This R tutorial demonstrates how to implement random forest top-down disaggregation to estimate populations at finer resolutions using population totals from larger administrative units in combination with higher resolution geospatial covariates.

This record has no associated files available for download.

More information

Published date: 20 January 2021
Related URLs:
Keywords: Human population, sub-national, R tutorial, machine learning, random forest

Identifiers

Local EPrints ID: 446189
URI: http://eprints.soton.ac.uk/id/eprint/446189
DOI: doi:10.5258/SOTON/WP00697
PURE UUID: d99650cf-ccff-40d7-816c-e5005b4a8b3c
ORCID for Douglas Leasure: ORCID iD orcid.org/0000-0002-8768-2811
ORCID for Edith Darin: ORCID iD orcid.org/0000-0002-8176-092X
ORCID for Andrew Tatem: ORCID iD orcid.org/0000-0002-7270-941X
ORCID for Maksym Bondarenko: ORCID iD orcid.org/0000-0003-4958-6551

Catalogue record

Date deposited: 27 Jan 2021 17:30
Last modified: 06 May 2023 02:01

Export record

Altmetrics

Contributors

Creator: Douglas Leasure ORCID iD
Creator: Edith Darin ORCID iD
Creator: Andrew Tatem ORCID iD
Data Manager: Maksym Bondarenko ORCID iD

Download statistics

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics

Library staff additional information
Atom RSS 1.0 RSS 2.0

Contact ePrints Soton: eprints@soton.ac.uk

ePrints Soton supports OAI 2.0 with a base URL of http://eprints.soton.ac.uk/cgi/oai2

This repository has been built using EPrints software, developed at the University of Southampton, but available to everyone to use.

We use cookies to ensure that we give you the best experience on our website. If you continue without changing your settings, we will assume that you are happy to receive cookies on the University of Southampton website.

×