Global multi-layer network of human mobility

被引:55
|
作者
Belyi, Alexander [1 ,2 ,3 ]
Bojic, Iva [1 ,3 ]
Sobolevsky, Stanislav [3 ,4 ]
Sitko, Izabela [5 ]
Hawelka, Bartosz [5 ]
Rudikova, Lada [6 ]
Kurbatski, Alexander [2 ]
Ratti, Carlo [3 ]
机构
[1] SMART Ctr, SENSEable City Lab, Singapore, Singapore
[2] Belarusian State Univ, Fac Appl Math & Comp Sci, Minsk, BELARUS
[3] MIT, SENSEable City Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[4] NYU, Ctr Urban Sci Progress, Brooklyn, NY 11201 USA
[5] Salzburg Univ, GISsci Doctoral Coll, Dept Geoinformat Z GIS, Salzburg, Austria
[6] Yanka Kupala State Univ Grodno, Dept Intelligent Software & Comp Syst, Grodno, BELARUS
基金
奥地利科学基金会; 新加坡国家研究基金会;
关键词
Human mobility; Flickr; Twitter; multi-layer network; community detection; INTERNATIONAL MIGRATION; COMMUNITY STRUCTURE; FOREIGN VISITORS; BIG DATA; ATTRACTIVENESS; PATTERNS; TWITTER; PROXY;
D O I
10.1080/13658816.2017.1301455
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent availability of geo-localized data capturing individual human activity together with the statistical data on international migration opened up unprecedented opportunities for a study on global mobility. In this paper, we consider it from the perspective of a multi-layer complex network, built using a combination of three datasets: Twitter, Flickr and official migration data. Those datasets provide different, but equally important insights on the global mobility - while the first two highlight short-term visits of people from one country to another, the last one - migration - shows the long-term mobility perspective, when people relocate for good. The main purpose of the paper is to emphasize importance of this multi-layer approach capturing both aspects of human mobility at the same time. On the one hand, we show that although the general properties of different layers of the global mobility network are similar, there are important quantitative differences among them. On the other hand, we demonstrate that consideration of mobility from a multi-layer perspective can reveal important global spatial patterns in a way more consistent with those observed in other available relevant sources of international connections, in comparison to the spatial structure inferred from each network layer taken separately.
引用
收藏
页码:1381 / 1402
页数:22
相关论文
共 50 条
  • [31] Resilient Multi-layer Network Designs and Evaluations
    Omuro, Haruki
    Mikoshi, Taiju
    Takenaka, Toyofumi
    2013 19TH ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS (APCC): SMART COMMUNICATIONS TO ENHANCE THE QUALITY OF LIFE, 2013, : 81 - 86
  • [32] Lung tissue multi-layer network in COPD
    Olvera Ocana, N.
    Sanchez-Valle, J.
    Nunez, I.
    Casas-Recasens, S.
    Lopez-Giraldo, A.
    Lepore, R.
    Cirillo, D.
    Agusti, A.
    Valencia, A.
    Faner, R.
    EUROPEAN RESPIRATORY JOURNAL, 2022, 60
  • [33] Multi-layer Virtual Transport Network Design
    Wang, Yuefeng
    Matta, Ibrahim
    JOURNAL OF NETWORK AND SYSTEMS MANAGEMENT, 2018, 26 (03) : 755 - 789
  • [34] Multi-layer Virtual Transport Network Design
    Yuefeng Wang
    Ibrahim Matta
    Journal of Network and Systems Management, 2018, 26 : 755 - 789
  • [35] MULE: Multi-Layer Virtual Network Embedding
    Chowdhury, Shihabur Rahman
    Ayoubi, Sara
    Ahmed, Reaz
    Shahriar, Nashid
    Boutaba, Raouf
    Mitra, Jeebak
    Liu, Liu
    2017 13TH INTERNATIONAL CONFERENCE ON NETWORK AND SERVICE MANAGEMENT (CNSM), 2017,
  • [36] A Multi-layer GSM Network Design Model
    de Aguiar, Alexei Barbosa
    Pinheiro, Placido Rogerio
    Neto, Alvaro de Menezes S.
    Pinheiro, Rebecca F.
    Cunha, Ruddy P. P.
    NOVEL ALGORITHMS AND TECHNIQUES IN TELECOMMUNICATIONS AND NETWORKING, 2010, : 457 - 460
  • [37] Study of multi-layer survivability in modern network
    Wang, Zhi-Wen
    Xia, Qin
    Li, Zeng-Zhi
    Xiaoxing Weixing Jisuanji Xitong/Mini-Micro Systems, 2002, 23 (03):
  • [38] Multi-Layer Network Performance and Reliability Analysis
    Oikonomou, Kostas N.
    Sinha, Rakesh K.
    Doverspike, Robert D.
    INTERNATIONAL JOURNAL OF INTERDISCIPLINARY TELECOMMUNICATIONS AND NETWORKING, 2009, 1 (03) : 1 - 30
  • [39] Multi-layer protocol tracing in a GPRS network
    Gurtov, A
    Passoja, M
    Aalto, I
    Raitola, M
    IEEE 56TH VEHICULAR TECHNOLOGY CONFERENCE, VTC FALL 2002, VOLS 1-4, PROCEEDINGS, 2002, : 1612 - 1616
  • [40] A Multi-Layer Parallel LSTM Network for Human Activity Recognition with Smartphone Sensors
    Yu, Tao
    Chen, Jianxin
    Yan, Na
    Liu, Xipeng
    2018 10TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2018,