High resolution population estimates from telecommunications data

被引:81
作者
Douglass, Rex W. [1 ,2 ]
Meyer, David A. [1 ,2 ]
Ram, Megha [2 ]
Rideout, David [1 ]
Song, Dongjin [1 ,2 ,3 ]
机构
[1] Univ Calif San Diego, Dept Math, La Jolla, CA 92093 USA
[2] UC Inst Global Conflict & Cooperat, La Jolla, CA 92093 USA
[3] Univ Calif San Diego, Dept Elect & Comp Engn, La Jolla, CA 92093 USA
基金
美国国家科学基金会;
关键词
cell phone network; gravity model; scale invariance; CENSUS; IMMIGRANTS; STATES;
D O I
10.1140/epjds/s13688-015-0040-6
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Spatial variations in the distribution and composition of populations inform urban development, health-risk analyses, disaster relief, and more. Despite the broad relevance and importance of such data, acquiring local census estimates in a timely and accurate manner is challenging because population counts can change rapidly, are often politically charged, and suffer from logistical and administrative challenges. These limitations necessitate the development of alternative or complementary approaches to population mapping. In this paper we develop an explicit connection between telecommunications data and the underlying population distribution of Milan, Italy. We go on to test the scale invariance of this connection and use telecommunications data in conjunction with high-resolution census data to create easily updated and potentially real time population estimates in time and space.
引用
收藏
页码:1 / 13
页数:13
相关论文
共 34 条
[1]  
Bamgbose J.A., 2009, African Journal of Political Science and International Relations, V3, P311
[2]   Regions and borders of mobile telephony in Belgium and in the Brussels metropolitan zone [J].
Blondel, Vincent ;
Krings, Gautier ;
Thomas, Isabelle .
BRUSSELS STUDIES, 2010, (42) :1-+
[3]   Fast unfolding of communities in large networks [J].
Blondel, Vincent D. ;
Guillaume, Jean-Loup ;
Lambiotte, Renaud ;
Lefebvre, Etienne .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,
[4]  
Bonifazi C., 2009, IDEA WORKING PAPERS
[5]   Guest editorial: the 2001 UK census: remarkable resource or bygone legacy of the 'pencil and paper era'? [J].
Boyle, P ;
Dorling, D .
AREA, 2004, 36 (02) :101-110
[6]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[7]   SPATIAL CROSS-VALIDATION AND BOOTSTRAP FOR THE ASSESSMENT OF PREDICTION RULES IN REMOTE SENSING: THE R PACKAGE SPERROREST [J].
Brenning, Alexander .
2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, :5372-5375
[8]   Estimating Origin-Destination Flows Using Mobile Phone Location Data [J].
Calabrese, Francesco ;
Di Lorenzo, Giusy ;
Liu, Liang ;
Ratti, Carlo .
IEEE PERVASIVE COMPUTING, 2011, 10 (04) :36-44
[9]   Real-Time Urban Monitoring Using Cell Phones: A Case Study in Rome [J].
Calabrese, Francesco ;
Colonna, Massimo ;
Lovisolo, Piero ;
Parata, Dario ;
Ratti, Carlo .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2011, 12 (01) :141-151
[10]  
Calabrese F, 2010, LECT NOTES COMPUT SC, V6030, P22, DOI 10.1007/978-3-642-12654-3_2