• DocumentCode
    16407
  • Title

    Campaign Optimization Through Behavioral Modeling and Mobile Network Analysis

  • Author

    Altshuler, Yaniv ; Shmueli, Erez ; Zyskind, Guy ; Lederman, Oren ; Oliver, Nuria ; Pentland, Alex

  • Author_Institution
    Athena Wisdom, Ramat Yishai, Israel
  • Volume
    1
  • Issue
    2
  • fYear
    2014
  • fDate
    Jun-14
  • Firstpage
    121
  • Lastpage
    134
  • Abstract
    Optimizing the use of available resources is one of the key challenges in activities that consist of interactions with a large number of “target individuals,” with the ultimate goal of “winning” as many of them as possible, such as in marketing, service provision, political campaigns, or homeland security. Typically, the cost of interactions is monotonically increasing such that a method for maximizing the performance of these campaigns iPs required. In this paper, we propose a mathematical model to compute an optimized campaign by automatically determining the number of interacting units and their type, and how they should be allocated to different geographical regions in order to maximize the campaign´s performance. We validate our proposed model using real world mobility data.
  • Keywords
    behavioural sciences computing; mobile computing; optimisation; behavioral modeling; campaign optimization; campaign performance maximization; geographical region allocation; mathematical model; mobile network analysis; real world mobility data; Data models; Marketing management; Mathematical model; Mobile communication; Optimization; Resource management; Behavior modeling; marketing; mobile networks; network optimization;
  • fLanguage
    English
  • Journal_Title
    Computational Social Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    2329-924X
  • Type

    jour

  • DOI
    10.1109/TCSS.2014.2377831
  • Filename
    7008509