• DocumentCode
    3268974
  • Title

    Web Ad-Slot Offline Scheduling Using an Ant Colony Algorithm

  • Author

    Palade, Vasile ; Banerjee, Soumya

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Oxford, Oxford, UK
  • Volume
    2
  • fYear
    2011
  • fDate
    18-21 Dec. 2011
  • Firstpage
    263
  • Lastpage
    268
  • Abstract
    Online advertisements (ads) placed at different positions on a web page get different number of ´hits´ depending on the position and the time the ad occupies a particular position of advertisement on the web page. The management of online advertisement slots (ad-slots) on a web page is a dynamic problem and various derivative free optimization techniques could be employed for solving it. This paper presents an ant colony based algorithm for assigning bidders to click generating ad-slots. The objective is to maximize the profit obtained from clicks on ads, under some budget constraints for bidders and some scheduling constraints on the slots. A few instances of results for ads´ allocation and bidding have been presented in the paper and demonstrate the approach.
  • Keywords
    Web sites; advertising data processing; ant colony optimisation; Web ad-slot offline scheduling; Web page; ad-slots; ant colony based algorithm; bidder; budget constraint; online advertisement slots; scheduling constraint; Ant colony optimization; Bismuth; Optimization; Resource management; Scheduling; Search engines; Web pages; Ant Colony Optimization; Web Ad-Slot Scheduling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Applications and Workshops (ICMLA), 2011 10th International Conference on
  • Conference_Location
    Honolulu, HI
  • Print_ISBN
    978-1-4577-2134-2
  • Type

    conf

  • DOI
    10.1109/ICMLA.2011.158
  • Filename
    6147685