• DocumentCode
    3070492
  • Title

    Data Clustering on a Network of Mobile Smartphones

  • Author

    Dou, Adam Ji ; Kalogeraki, Vana ; Gunopulos, Dimitrios ; Mielikinen, Taneli ; Tuulos, Ville ; Foley, Sean ; Yu, Curtis

  • Author_Institution
    Univ. of California-Riverside, Riverside, CA, USA
  • fYear
    2011
  • fDate
    18-21 July 2011
  • Firstpage
    118
  • Lastpage
    127
  • Abstract
    We present Dowser, a system for data clustering in a network of mobile smart phones. Dowser comprises three components: (a) a distributed framework, implemented on mobile phones that eases the programmability and deployment of applications on the devices using simple programming primitives, (b) a data gathering component that tracks the movement of wireless device owners and collects wireless connectivity data, and (c) a clustering algorithm that allows users to combine their individual data, that is distributed and energy efficient. Our detailed experimental results over our test bed of Nokia N95 8GB smart phones, illustrate that our system is practical, depicts good performance and has low energy and resource overhead.
  • Keywords
    data acquisition; mobile computing; object tracking; pattern clustering; Dowser; data clustering; data gathering; energy efficiency; mobile smart phones; movement tracking; wireless device; Clustering algorithms; Distributed databases; Global Positioning System; IEEE 802.11 Standards; Sensors; Servers; Smart phones; Data Clustering; MapReduce; Mobile; Smartphones;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Applications and the Internet (SAINT), 2011 IEEE/IPSJ 11th International Symposium on
  • Conference_Location
    Munich, Bavaria
  • Print_ISBN
    978-1-4577-0531-1
  • Electronic_ISBN
    978-0-7695-4423-6
  • Type

    conf

  • DOI
    10.1109/SAINT.2011.25
  • Filename
    6004142