LSTM models for spatiotemporal extrapolation of population data

Author:

Geiß Christian1,Maier Jana1,So Emily2,Zhu Yue2

Affiliation:

1. German Remote Sensing Data Center (DFD), German Aerospace Center (DLR),Wessling-Oberpfaffenhofen,Germany,82234

2. University of Cambridge,Centre for Risk in the Built Environment,Cambridge,UK

Funder

Ministry of Education

Publisher

IEEE

Reference14 articles.

1. LandScan: A Global Population Database for Estimating Populations at Risk;dobson;Photogrammetric Engineering & Remote Sensing,2000

2. Disaggregating Census Data for Population Mapping Using Random Forests with Remotely-Sensed and Ancillary Data

3. Convolutional lstm network: A machine learning approach for precipitation nowcasting;shi;Advances in neural information processing systems,2015

4. Long Short-Term Memory

5. The Prediction of Finely-Grained Spatiotemporal Relative Human Population Density Distributions in China

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