DocumentCode
2848667
Title
Bloom Filter-Based XML Packets Filtering for Millions of Path Queries
Author
Gong, Xueqing ; Qian, Weining ; Yan, Ying ; Zhou, Aoying
Author_Institution
Dept. of Comput. Sci. & Eng., Fudan Univ., Shanghai, China
fYear
2005
fDate
05-08 April 2005
Firstpage
890
Lastpage
901
Abstract
The filtering of XML data is the basis of many complex applications. Lots of algorithms have been proposed to solve this problem [2, 3, 5, 6, 7, 8, 9, 11, 12, 13, 18]. One important challenge is that the number of path queries is huge. It is necessary to take an efficient data structure representing path queries. Another challenge is that these path queries usually vary with time. The maintenance of path queries determines the flexibility and capacity of a filtering system. In this paper, we introduce a novel approximate method for XML data filtering, which uses Bloom filters representing path queries. In this method, millions of path queries can be stored efficiently. At the same time, it is easy to deal with the change of these path queries. To improve the filtering performance, we introduce a new data structure, Prefix Filters, to decrease the number of candidate paths. Experiments show that our Bloom filter-based method takes less time to build routing table than automaton-based method. And our method has a good performance with acceptable false positive when filtering XML packets of relatively small depth with millions of path queries.
Keywords
XML; data structures; information filtering; information filters; query processing; Bloom filter-based XML packets filtering; Prefix Filters data structure; XML data filtering; path query representation; routing table; Application software; Automata; Computer science; Data engineering; Data structures; Filtering; Filters; Production systems; Routing; XML;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Engineering, 2005. ICDE 2005. Proceedings. 21st International Conference on
ISSN
1084-4627
Print_ISBN
0-7695-2285-8
Type
conf
DOI
10.1109/ICDE.2005.26
Filename
1410201
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