| Presentation | 2017-09-19 A load balancing mechanism using shared state for tree processing in actor model Kouhei Sakurai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | For machine learning and data mining, there are methods that deal with tree structure, and also their parallelization and distribution are required against big-data. The actor model is a practical choice for the purpose; we can define actors as nodes in the tree, and then it can achieve scaling out by those actors concurrently processing input data. However, since the root of the tree always takes the all data as the entrance of it, the root becomes a serious performance bottleneck. In this work, we extend a library of actor model and introduce replicas for the root node-actor which share the state of the node in order to realize load balancing. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | data stream mining / decision trees / incremental learning / actor model / shared state / data replication |
| Paper # | KBSE2017-21 |
| Date of Issue | 2017-09-12 (KBSE) |
| Conference Information | |
| Committee | KBSE |
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| Conference Date | 2017/9/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Doshisha Univ. Tokyo Branch Office |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shigeo Kaneda(Doshisha Univ.) |
| Vice Chair | Fumihiro Kumeno(Nippon Inst. of Tech.) |
| Secretary | Fumihiro Kumeno(Kanagawa Inst. of Tech.) |
| Assistant | Takuya Saruwatari(NTT DATA) / Kosaku Kimura(Fujitsu labs.) |
| Paper Information | |
| Registration To | Technical Committee on Knowledge-Based Software Engineering |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A load balancing mechanism using shared state for tree processing in actor model |
| Sub Title (in English) | |
| Keyword(1) | data stream mining |
| Keyword(2) | decision trees |
| Keyword(3) | incremental learning |
| Keyword(4) | actor model |
| Keyword(5) | shared state |
| Keyword(6) | data replication |
| 1st Author's Name | Kouhei Sakurai |
| 1st Author's Affiliation | Kanazawa University(Kanazawa Univ.) |
| Date | 2017-09-19 |
| Paper # | KBSE2017-21 |
| Volume (vol) | vol.117 |
| Number (no) | KBSE-214 |
| Page | pp.pp.1-6(KBSE), |
| #Pages | 6 |
| Date of Issue | 2017-09-12 (KBSE) |