Volume 10 Number 9 (Sep. 2015)
Home > Archive > 2015 > Volume 10 Number 9 (Sep. 2015) >
JSW 2015 Vol.10(9): 1111-1118 ISSN: 1796-217X
doi: 10.17706/jsw.10.9.1111-1118

Intrusion Detection of Masqueraders Based On Data Mining and Soft Computing Techniques

Yingbing Yu

Department of Computer Science & Information Technology, Austin Peay State University, 601 College Street, Clarksville, Tennessee 37044, USA.

Abstract—Many organizations face the critical threat of inside attacks from masqueraders who can be either disgruntled employees or external hackers by exploit legitimate user identity to manipulate the system. Intrusion detection systems (IDSs) are deployed to build the normal user profiles and then detect the possible deviation from the past behavior patterns indicating a possible illegal access. In this paper, we apply a profiling method based on user command sequences and apply the data mining technique Naïve Bayes classification to measure the degree of deviation. A fuzzy system is applied to integrate multiple commands execution to evaluate the overall threat of the possible masquerader existence.

Index Terms—Anomaly intrusion detection, data mining, soft computing, computer security.

[PDF]

Cite: Yingbing Yu, "Intrusion Detection of Masqueraders Based On Data Mining and Soft Computing Techniques," Journal of Software vol. 10, no. 9, pp. 1111-1118, 2015.

General Information

ISSN: 1796-217X (Online)
Frequency:  Quarterly
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, CNKIGoogle Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsweditorialoffice@gmail.com
  • Apr 26, 2021 News!

    Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec)     [Click]

  • Nov 18, 2021 News!

    Papers published in JSW Vol 16, No 1- Vol 16, No 6 have been indexed by DBLP   [Click]

  • Dec 24, 2021 News!

     Vol 15, No 1- Vol 15, No 6 has been indexed by IET-(Inspec)   [Click]

  • Jan 04, 2024 News!

    JSW will adopt Article-by-Article Work Flow

  • Dec 06, 2019 News!

    Vol 14, No 1- Vol 14, No 4 has been indexed by EI (Inspec)   [Click]