• DocumentCode
    3121391
  • Title

    Multi-tier Phishing Email Classification with an Impact of Classifier Rescheduling

  • Author

    Islam, Md Raifqul ; Abawajy, Jemal ; Warren, Matthew

  • Author_Institution
    Sch. of Inf. Technol., Deakin Univ., Melbourne, VIC, Australia
  • fYear
    2009
  • fDate
    14-16 Dec. 2009
  • Firstpage
    789
  • Lastpage
    793
  • Abstract
    Protecting user´s mailbox from infiltration of phishing email is a significant research issue now a day. Many researches are going on filtering phishing using classification based algorithms and achieve substantial performance. It has been studied and investigated with different classification algorithms and observed that the outputs of the classifiers vary from one another with same corpora. This paper presents the impact of classifier rescheduling of multi-tier classification of phishing email to observe the best scheduling in the classification process. In our method, the features of phishing email will be extracted and classified in a sequential fashion by using the multi-tier classification and the outputs will be sent to the decision fusion process. Empirical evidence proofs that the impact of rescheduling of classifiers among the tiers gives diverse outcomes in terms of accuracy as well as number of false positive instances.
  • Keywords
    classification; filtering theory; learning (artificial intelligence); pattern classification; scheduling; unsolicited e-mail; classification based algorithms; classifier rescheduling impact; decision fusion process; multi-tier phishing email classification; phishing email infiltration; Business communication; Classification algorithms; Filtering algorithms; Information technology; Machine learning; Mission critical systems; Protection; Scheduling; Text categorization; Web and internet services; Phishing; analyser; classifiers; multi-tier;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pervasive Systems, Algorithms, and Networks (ISPAN), 2009 10th International Symposium on
  • Conference_Location
    Kaohsiung
  • Print_ISBN
    978-1-4244-5403-7
  • Type

    conf

  • DOI
    10.1109/I-SPAN.2009.142
  • Filename
    5381740