• Libraries
    • Log in to:
    View Item 
    •   MSpace Home
    • University of Manitoba Researchers
    • University of Manitoba Scholarship
    • View Item
    •   MSpace Home
    • University of Manitoba Researchers
    • University of Manitoba Scholarship
    • View Item
    JavaScript is disabled for your browser. Some features of this site may not work without it.

    Non-linear analytic prediction of IP addresses for supporting cyber attack detection and analysis

    Thumbnail
    View/Open
    Main article (586.7Kb)
    Date
    2021-09
    Author
    Cuzzocrea, Alfredo
    MUMOLO, ENZO
    FADDA, EDOARDO
    Soufargi, Selim
    Leung, Carson
    Metadata
    Show full item record
    Abstract
    Computer network systems are often subject to several types of attacks. For example the distributed denial of service (DDoS) attack introduces an excessive traffic load to a web server to make it unusable. A popular method for detecting attacks is to use the sequence of source IP addresses to detect possible anomalies. With the aim of predicting the next IP address, the probability density function of the IP address sequence is estimated. Prediction of source IP address in the future access to the server is meant to detect anomalous requests. In this paper we consider the sequence of IP addresses as a numerical sequence and develop the nonlinear analysis of the numerical sequence. We used nonlinear analysis based on Volterra's Kernels and Hammerstein's models. The experiments carried out with datasets of source IP address sequences show that the prediction errors obtained with Hammerstein models are smaller than those obtained both with the Volterra kernels and with the sequence clustering by means of the k-means algorithm.
    URI
    http://hdl.handle.net/1993/36221
    Collections
    • Faculty of Science Scholarly Works [209]
    • University of Manitoba Scholarship [1981]

    DSpace software copyright © 2002-2016  DuraSpace
    Contact Us | Send Feedback
    Theme by 
    Atmire NV
     

     

    Browse

    All of MSpaceCommunities & CollectionsBy Issue DateAuthorsTitlesSubjectsThis CollectionBy Issue DateAuthorsTitlesSubjects

    My Account

    Login

    Statistics

    View Usage Statistics

    DSpace software copyright © 2002-2016  DuraSpace
    Contact Us | Send Feedback
    Theme by 
    Atmire NV