Mining human mobility patterns from social geo-tagged data

被引：49
作者：
Comito, Carmela [1 ]
Falcone, Deborah [2 ]
Talia, Domenico [2 ]
机构：
[1] ICAR CNR, Arcavacata Di Rende, CS, Italy
[2] Univ Calabria, DIMES, Arcavacata Di Rende, CS, Italy
来源：
PERVASIVE AND MOBILE COMPUTING | 2016年 / 33卷
关键词：
Trajectory pattern mining; Geo-social data; Human mobility;
D O I：
10.1016/j.pmcj.2016.06.005
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Online social networks allow users to tag their posts with geographical coordinates collected through the GPS interface of smart phones. The time- and geo-coordinates associated with a sequence of posts/tweets manifest the spatial-temporal movements of people in real life. This paper aims to analyze such movements to discover people and community behavior. To this end, we defined and implemented a novel methodology to mine popular travel routes from geo-tagged posts. Our approach infers interesting locations and frequent travel sequences among these locations in a given geo-spatial region, as shown from the detailed analysis of the collected geo-tagged data. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码：91 / 107
页数：17
相关论文
共 26 条
  • [1] Ankerst M, 1999, SIGMOD RECORD, VOL 28, NO 2 - JUNE 1999, P49
  • [2] [Anonymous], 2009, P 18 INT C WORLD WID
  • [3] Towards a Cloud-based framework for Urban Computing. The Trajectory Analysis Case
    Cesario, Eugenio
    Comito, Carmela
    Talia, Domenico
    [J]. 2013 IEEE THIRD INTERNATIONAL CONFERENCE ON CLOUD AND GREEN COMPUTING (CGC 2013), 2013, : 16 - 23
  • [4] Cranshaw J, 2010, UBICOMP 2010: PROCEEDINGS OF THE 2010 ACM CONFERENCE ON UBIQUITOUS COMPUTING, P119
  • [5] De Choudhury M., 2010, P 21 ACM C HYP HYP, P35, DOI DOI 10.1145/1810617.1810626
  • [6] What is this place? Inferring place categories through user patterns identification in geo-tagged tweets
    Falcone, Deborah
    Mascolo, Cecilia
    Comito, Carmela
    Talia, Domenico
    Crowcroft, Jon
    [J]. 2014 6TH INTERNATIONAL CONFERENCE ON MOBILE COMPUTING, APPLICATIONS AND SERVICES (MOBICASE), 2014, : 10 - 19
  • [7] Characterizing Urban Landscapes using Geolocated Tweets
    Frias-Martinez, Vanessa
    Soto, Victor
    Hohwald, Heath
    Frias-Martinez, Enrique
    [J]. PROCEEDINGS OF 2012 ASE/IEEE INTERNATIONAL CONFERENCE ON PRIVACY, SECURITY, RISK AND TRUST AND 2012 ASE/IEEE INTERNATIONAL CONFERENCE ON SOCIAL COMPUTING (SOCIALCOM/PASSAT 2012), 2012, : 239 - 248
  • [8] From Tweets to Semantic Trajectories: Mining Anomalous Urban Mobility Patterns
    Gabrielli, Lorenzo
    Rinzivillo, Salvatore
    Ronzano, Francesco
    Villatoro, Daniel
    [J]. CITIZEN IN SENSOR NETWORKS, 2014, 8313 : 26 - 35
  • [9] Giannotti F, 2007, KDD-2007 PROCEEDINGS OF THE THIRTEENTH ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, P330
  • [10] Hall M., 2009, SIGKDD EXPLORATIONS, V11, P10, DOI [DOI 10.1145/1656274.1656278, 10.1145/1656274.1656278]
123