Discovering mobile users' moving behaviors in wireless networks

被引:3
|
作者
Huang, Cheng-Ming [2 ]
Hong, Tzung-Pei [1 ]
Horng, Shi-Jinn [3 ,4 ]
机构
[1] Natl Univ Kaohsiung, Dept Comp Sci & Informat Engn, Kaohsiung 811, Taiwan
[2] Natl Taiwan Univ Sci & Technol, Dept Elect Engn, Taipei 106, Taiwan
[3] Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei 106, Taiwan
[4] Natl United Univ, Dept Elect Engn, Miaoli 360, Taiwan
关键词
Data mining; Personal mobility pattern; Location area; Home location register; LOCATION MANAGEMENT; PATTERNS;
D O I
10.1016/j.eswa.2008.03.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wireless networks and mobile applications have grown very rapidly and have made a significant impact on computer systems. Especially, the usage of mobile phones and PDA is increased very rapidly. Added functions and values with these devices are thus greatly developed. If some regularity can be known from the user mobility behavior, then these functions and values can be further expanded and used intelligently. This paper thus attempts to discover personal mobility patterns for helping systems provide personalized service in a wireless network. The classification and the duration of each location area visited by a mobile user are used as important attributes in representing the results. A data mining algorithm has then been proposed, which is based on the AprioriAll algorithm, but different from it in several ways. Experiments are also made to show the effect of the proposed algorithm. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:10809 / 10814
页数:6
相关论文
共 50 条
  • [41] Second-order Moving-Baseline Localization for Mobile Wireless Sensor Networks
    Yao, Fenxi
    Zhang, Yu
    Guan, Zixiao
    Zhang, Baihai
    Zhang, Shi
    [J]. PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 8907 - 8911
  • [42] Discovering Different Kinds of Smartphone Users Through Their Application Usage Behaviors
    Zhao, Sha
    Ramos, Julian
    Tao, Jianrong
    Jiang, Ziwen
    Li, Shijian
    Wu, Zhaohui
    Pan, Gang
    Dey, Anind K.
    [J]. UBICOMP'16: PROCEEDINGS OF THE 2016 ACM INTERNATIONAL JOINT CONFERENCE ON PERVASIVE AND UBIQUITOUS COMPUTING, 2016, : 498 - 509
  • [43] Wireless network architecture to support mobile users
    Komarova, Maryna
    Riguidel, Michel
    [J]. WINSYS 2006: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON WIRELESS INFORMATION NETWORKS AND SYSTEMS, 2006, : 325 - 330
  • [44] Autonomic Interface Selection for Mobile Wireless Users
    Casetti, Claudio
    Chiasserini, Carla-Fabiana
    Fracchia, Roberta
    Meo, Michela
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2008, 57 (06) : 3666 - 3678
  • [45] Users' Perceptions of Wireless Networks Usage
    Saluja, Arleen
    Mahatanankoon, Pruthikrai
    Gyires, Tibor
    [J]. INTERNATIONAL JOURNAL OF INTERDISCIPLINARY TELECOMMUNICATIONS AND NETWORKING, 2010, 2 (02) : 67 - 78
  • [46] Discovering Consumers' Purchase Intentions Based on Mobile Search Behaviors
    Zhang, Mingyue
    Chen, Guoqing
    Wei, Qiang
    [J]. FLEXIBLE QUERY ANSWERING SYSTEMS 2015, 2016, 400 : 15 - 28
  • [47] Deprioritization of Heavy Users in Wireless Networks
    Zhou, Hai
    Sparks, Kevin
    Gopalakrishnan, Nandu
    Monogioudis, Pantelis
    Dominique, Francis
    Busschbach, Peter
    Seymour, Jim
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2011, 49 (10) : 110 - 117
  • [48] Users create underground wireless networks
    Paulson, LD
    [J]. COMPUTER, 2002, 35 (01) : 25 - 25
  • [49] Dynamic Propagation Modeling for Mobile Users' Position and Heading Estimation in Wireless Local Area Networks
    Atia, Mohamed Mahar
    Noureldin, Aboelmagd
    Korenberg, Michael J.
    [J]. IEEE WIRELESS COMMUNICATIONS LETTERS, 2012, 1 (02) : 101 - 104
  • [50] Emerging mobile and wireless networks
    Varshney, U
    Vetter, R
    [J]. COMMUNICATIONS OF THE ACM, 2000, 43 (06) : 73 - 81