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
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