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A likelihood-based spatial statistical transformation model (LBSSTM) of regional economic development using DMSP/OLS time-series nighttime light imagery

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成果类型:
期刊论文
作者:
Li, Chang;Li, Guie;Zhu, Yujia;Ge, Yong;Kung, Hsiang-te;...
通讯作者:
Wu, Yijin
作者机构:
[Zhu, Yujia; Li, Guie; Wu, Yijin; Li, Chang] Cent China Normal Univ, Key Lab Geog Proc Anal & Simulat Hubei Prov, Coll Urban & Environm Sci, Wuhan, Hubei, Peoples R China.
[Ge, Yong] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China.
[Kung, Hsiang-te] Univ Memphis, Dept Earth Sci, Memphis, TN 38152 USA.
通讯机构:
[Wu, Yijin] C
Cent China Normal Univ, Key Lab Geog Proc Anal & Simulat Hubei Prov, Coll Urban & Environm Sci, Wuhan, Hubei, Peoples R China.
语种:
英文
关键词:
DMSP/OLS nighttime light data;Likelihood-based spatial statistical transformation model (LBSSTM);Time series analysis;Prediction;ESDA;Spatial cross correlation
期刊:
Spatial Statistics
ISSN:
2211-6753
年:
2017
卷:
21
页码:
421-439
基金类别:
National Natural Science Foundation of China (NSFC)National Natural Science Foundation of China (NSFC) [41101407]; Morning Plan of WuHan city [2016070204010137]; Natural Science Foundation of Hubei Province, ChinaNatural Science Foundation of Hubei Province [2014CFB377, 2010CDZ005]; CCNU from the colleges' basic research and operation of MOEMinistry of Education, Singapore [CCNU15A02001]; National undergraduate training programs for innovation and entrepreneurship [201410511037]
机构署名:
本校为第一且通讯机构
院系归属:
城市与环境科学学院
摘要:
In a regional economy, the central city of a metropolitan area has a radiative effect and an accumulative effect on its surrounding cities. Considering the limitations of traditional data sources (e.g., its subjectivity) and the advantages of nighttime light data, including its objectivity, availability and cyclicity, this paper proposes a likelihood spatial statistical transformation model (LBSSTM) to invert for the gross domestic product (GDP) of the surrounding cities, using time series of Sum of Lights (SOL) data covering the central city and taking advantage of the economic and spatial as...

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