• DocumentCode
    1632438
  • Title

    Rough Set Granularity in Mobile Web Pre-caching

  • Author

    Sulaiman, Suziah ; Shamsuddin, Siti Mariyam ; Abraham, Ajith ; Sulaiman, Suziah

  • Author_Institution
    Fac. of Comput. Sci. & Inf. Syst., Univ. Teknol. Malaysia, Skudai
  • Volume
    1
  • fYear
    2008
  • Firstpage
    587
  • Lastpage
    592
  • Abstract
    Mobile Web pre-caching (Web prefetching and caching) is an explication of performance enhancement and storage limitation of mobile devices. In this paper, we present the granularity of rough sets (RS) and RS based inductive learning in reducing the size of rules to be stored in mobile devices. The conditional attributes such as ´timestamp´, ´size document´ and ´object retrieval time´ are presented and the provided decision is granted. Decision rules are obtained using RS based inductive learning to grant the ultimate judgment either to cache or not to cache the conditional attributes and objects. However, in mobile clients, these rules need to be specified so as the specific sessions can be kept in their mobile storage as well as the proxy caching administrations. Consequently, these rules will notify the objects in Web application request and priority level to the clients accordingly. The results represent that the granularity of RS in mobile Web pre-caching is vital to improve the latest Web caching technology by providing virtual client and administrator feedback; hence making Web pre-caching technologies practical, efficient and powerful.
  • Keywords
    Internet; cache storage; learning by example; mobile computing; rough set theory; Web prefetching; decision rule; inductive learning; mobile Web precaching; mobile device; mobile storage; object retrieval time; rough set granularity; size document; storage limitation; timestamp; Application software; Computer science; Delay; Intelligent systems; Mobile computing; Network servers; Prediction algorithms; Prefetching; Web server; World Wide Web; Rough set; inductive learning; mobile Web pre-caching;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems Design and Applications, 2008. ISDA '08. Eighth International Conference on
  • Conference_Location
    Kaohsiung
  • Print_ISBN
    978-0-7695-3382-7
  • Type

    conf

  • DOI
    10.1109/ISDA.2008.273
  • Filename
    4696272