Big data;
High frequency statistics;
dynamic population mapping;
spatial accuracy;
D O I:
10.2478/jos-2023-0025
中图分类号:
O1 [数学];
C [社会科学总论];
学科分类号:
03 ;
0303 ;
0701 ;
070101 ;
摘要:
Mobile network data records are promising for measuring temporal changes in present populations. This promise has been boosted since high-frequency passively-collected signaling data became available. Its temporal event rate is considerably higher than that of Call Detail Records - on which most of the previous literature is based. Yet, we show it remains a challenge to produce statistics consistent over time, robust to changes in the "measuring instruments" and conveying spatial uncertainty to the end user. In this article, we propose a methodology to estimate - consistently over several months - hourly population presence over France based on signaling data spatially merged with fine-grained official population counts. We draw particular attention to consistency at several spatial scales and over time and to spatial mapping reflecting spatial accuracy. We compare the results with external references and discuss the challenges which remain. We argue data fusion approaches between fine-grained official statistics data sets and mobile network data, spatially merged to preserve privacy, are promising for future methodologies.
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Batista e Silva, Filipe
Freire, Sergio
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Freire, Sergio
Schiavina, Marcello
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Schiavina, Marcello
Rosina, Konstantin
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Slovak Acad Sci, Inst Geog, Stefanikova 49, Bratislava 81473, SlovakiaEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Rosina, Konstantin
Marin-Herrera, Mario Alberto
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Marin-Herrera, Mario Alberto
Ziemba, Lukasz
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Ziemba, Lukasz
Craglia, Massimo
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Craglia, Massimo
Koomen, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Vrije Univ Amsterdam, Sch Business & Econ, De Boelelaan 1105, NL-1081 HV Amsterdam, NetherlandsEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Koomen, Eric
Lavalle, Carlo
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Batista e Silva, Filipe
Freire, Sergio
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Freire, Sergio
Schiavina, Marcello
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Schiavina, Marcello
Rosina, Konstantin
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Slovak Acad Sci, Inst Geog, Stefanikova 49, Bratislava 81473, SlovakiaEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Rosina, Konstantin
Marin-Herrera, Mario Alberto
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Marin-Herrera, Mario Alberto
Ziemba, Lukasz
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Ziemba, Lukasz
Craglia, Massimo
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Craglia, Massimo
Koomen, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Vrije Univ Amsterdam, Sch Business & Econ, De Boelelaan 1105, NL-1081 HV Amsterdam, NetherlandsEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy
Koomen, Eric
Lavalle, Carlo
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, ItalyEuropean Commiss, Joint Res Ctr, Via E Fermi 2749, I-21027 Ispra, Italy