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POI-based land use map for Africa

Domain:

geospatial

Record type:

datasetmodel
Creator:
Fan, JunchuanThakur, Gautam
Publisher:
Zenodo
Host:avatar

The combination of spatial distribution, semantic characteristics, and sometimes temporal dynamics of POIs inside a geographic region can capture its unique land use characteristics. We developed a scalable POI-based land use modeling framework. By combining POIs with a neural network language model, we developed a spatially explicit approach to learn the embedding representation of POIs and AOIs. We trained supervised classifiers using AOI embeddings as input features to predict AOI land use at different semantic granularities. 

Funding provided by: Oak Ridge National Laboratory
Crossref Funder Registry ID: dx.doi.org
Award Number:

Visit

doi.org

Tags

poigeospatial semanticdeep learningland useAfrica

Licenses

info:eu-repo/semantics/openAccessCreative Commons Zero v1.0 Universalhttps://creativecommons.org/publicdomain/zero/1.0/legalcode

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Data Description

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