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
Link To Document :
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