| Presentation | 2016-05-19 FPGAによる多重ハッシュを用いた頻出アイテムセットマイニングのストリームプロセッシング Kasha Yamamoto, Tetsuya Asai, Masato Motomura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, the amount of data to be processed in the data center has increased exprosively. Therefore the data mining to extract knowledge from huge data and stream processing to process the data in real time are attracting attention. But progress of performance of data mining applications remained at about 10-15% a year for the data to increase exponentially. In this study, we focused on the stream mining and perform the high-speed by using FPGA. Frequent itemset mining (FIsM) is one of the basic techniques of data mining and discover the association rules as knowledge from transactional database. We improved the FIsM algorithm proposed in 2014 for the hardware and implemented it. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | FPGA / data mining / stream processing / Frequent Itemset Mining |
| Paper # | RECONF2016-10 |
| Date of Issue | 2016-05-12 (RECONF) |
| Conference Information | |
| Committee | RECONF |
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| Conference Date | 2016/5/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | FUJITSU LAB. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Reconfigurable Systems, etc. |
| Chair | Minoru Watanabe(Shizuoka Univ.) |
| Vice Chair | Masato Motomura(Hokkaido Univ.) / Yuichiro Shibata(Nagasaki Univ.) |
| Secretary | Masato Motomura(Toshiba) / Yuichiro Shibata(Univ. of Tsukuba) |
| Assistant | Kazuya Tanikagawa(Hiroshima City Univ.) / Takefumi Miyoshi(e-trees.Japan) |
| Paper Information | |
| Registration To | Technical Committee on Reconfigurable Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | |
| Sub Title (in English) | |
| Keyword(1) | FPGA |
| Keyword(2) | data mining |
| Keyword(3) | stream processing |
| Keyword(4) | Frequent Itemset Mining |
| 1st Author's Name | Kasha Yamamoto |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Tetsuya Asai |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 3rd Author's Name | Masato Motomura |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2016-05-19 |
| Paper # | RECONF2016-10 |
| Volume (vol) | vol.116 |
| Number (no) | RECONF-53 |
| Page | pp.pp.47-52(RECONF), |
| #Pages | 6 |
| Date of Issue | 2016-05-12 (RECONF) |