Presentation | 2011-06-06 Towards Incremental Graph Processing by Data Stream Processing Shunsuke NISHII, Toyotaro SUZUMURA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We propose incremental graph processing using data stream processing, for effective analysis of large graph that evolves. We propose computation model "Incremental GIM-V" for this analysis, implement graph processing system using IBM System S, one of Data Stream Management System (DSMS), and evaluate its performance. Then we discuss more effective and more generally usable way to data stream graph processing. In evaluation about PageRank on artificial data, when the rate of range spread from changing graph points equals to or less than 50%, incremental graph processing makes computation speed 3.0~ times faster. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Data Stream Processing / Graph Processing / PageRank / DSMS / DSPS / System S / SPADE |
Paper # | DE2011-8,PRMU2011-39 |
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Committee | PRMU |
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Conference Date | 2011/5/30(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Pattern Recognition and Media Understanding (PRMU) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Towards Incremental Graph Processing by Data Stream Processing |
Sub Title (in English) | |
Keyword(1) | Data Stream Processing |
Keyword(2) | Graph Processing |
Keyword(3) | PageRank |
Keyword(4) | DSMS |
Keyword(5) | DSPS |
Keyword(6) | System S |
Keyword(7) | SPADE |
1st Author's Name | Shunsuke NISHII |
1st Author's Affiliation | Tokyo Institute of Technology() |
2nd Author's Name | Toyotaro SUZUMURA |
2nd Author's Affiliation | Tokyo Institute of Technology:IBM Research - Tokyo |
Date | 2011-06-06 |
Paper # | DE2011-8,PRMU2011-39 |
Volume (vol) | vol.111 |
Number (no) | 77 |
Page | pp.pp.- |
#Pages | 6 |
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