• DocumentCode
    402873
  • Title

    Wavelet based data mining and querying in network security databases

  • Author

    Liu, Wu ; Duan, Hai-Xin ; Ren, Ping ; Li, Xing ; Wu, Jian-Ping

  • Author_Institution
    Chengdu Inst. of Comput. Applications, Chinese Acad. of Sci., Chengdu, China
  • Volume
    1
  • fYear
    2003
  • fDate
    2-5 Nov. 2003
  • Firstpage
    178
  • Abstract
    The phenomenal increase in the amounts of network security data are due to the hacker attacks, virus, worm and Slapper etc. Network security log databases are very important in intrusion detection and computer forensics. A lot of data mining methods to research it have been found. Fast and accurate retrievals for content-based queries are crucial for such numerous database systems to be useful. In this paper, a new method is provided to analyze and mine this kind of time-serial database. After signalize the NSD databases, we first represent a DWT wavelet transform analysis algorithm, then present two wavelet-based algorithms GET_INDICES and QUERY for querying the complex and numerous NSD, and finally give the experimental result using these algorithms.
  • Keywords
    computer networks; data mining; database management systems; security of data; wavelet transforms; computer forensics; content-based queries; intrusion detection; network security databases; time-serial database; wavelet based data mining; wavelet transform analysis algorithm; Computer hacking; Computer networks; Computer security; Computer worms; Data mining; Data security; Databases; Forensics; Intrusion detection; Wavelet analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2003 International Conference on
  • Print_ISBN
    0-7803-8131-9
  • Type

    conf

  • DOI
    10.1109/ICMLC.2003.1264466
  • Filename
    1264466