Presentation 2005-07-14
Hmine-rev : Toward H-mine Parallelization on Mining Frequent Patterns in Large Databases
Bowo PRASETYO, Iko PRAMUDIONO, Masaru KITSUREGAWA,
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Abstract(in English) H-mine is a frequent pattern mining algorithm that takes advantage of a hyper-linked H-struct data structure, runs fast in memory-based setting, and is known to have high performance in a sparse data set. However, H-mine's inherent necessity to dynamically adjust H-struct links in the middle of mining process makes it difficult to do any parallelization effort on the algorithm. In this study, we propose a revised algorithm of H-mine that does not need any adjustment of H-struct links by modifying link structure and reversing the order of processing data. The revised algorithm has comparable performance with the original version and can be easily extended to use in parallel environment.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Hmine-rev / Parallel Mining / Frequent Pattern
Paper # DE2005-73
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Committee DE
Conference Date 2005/7/7(1days)
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Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Hmine-rev : Toward H-mine Parallelization on Mining Frequent Patterns in Large Databases
Sub Title (in English)
Keyword(1) Hmine-rev
Keyword(2) Parallel Mining
Keyword(3) Frequent Pattern
1st Author's Name Bowo PRASETYO
1st Author's Affiliation University of Tokyo()
2nd Author's Name Iko PRAMUDIONO
2nd Author's Affiliation NTT Information Sharing Platform Laboratories NTT Corporation
3rd Author's Name Masaru KITSUREGAWA
3rd Author's Affiliation University of Tokyo
Date 2005-07-14
Paper # DE2005-73
Volume (vol) vol.105
Number (no) 172
Page pp.pp.-
#Pages 6
Date of Issue