| Presentation | 2017-03-10 Efficient Decision Making by Harnessing the Computational Power of Physical Phenomena Song-Ju Kim, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In our previous work, we showed that the method physically solving decision-making problems, which is called ``the tug-of-war (TOW) principle,'' has high-efficiency. In this study, we show that on the basis of the TOW principle, ``the socially maximal decision maker'' used for channel assign problems in communication systems can be constructed by implementing the direct interaction between users to the tug-of-war of another liquid. Owing to this equipment, we can automatically achieve social maximum allocations in cognitive radio without huge calculations for evaluation values. Directly exploiting the features of physical phenomena, such as fluctuation, conservation law, and analogue, we can bring out the computational power for solving overall optimization problems. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Natural Computing / Artificial Intelligence / Decision Making / Multi-armed Bandit Problem / Natural Intelligence / Machine Learning |
| Paper # | CCS2016-45 |
| Date of Issue | 2017-03-03 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2017/3/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | ELSI, TITECH |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Natural Computing, etc. |
| Chair | Yasuhiro Tsubo(Ritsumeikan Univ.) |
| Vice Chair | Naoki Wakamiya(Osaka Univ.) / Mikio Hasegawa(Tokyo Univ. of Science) |
| Secretary | Naoki Wakamiya(Kyoto Sangyo Univ.) / Mikio Hasegawa(Osaka Univ.) |
| Assistant | Takayuki Kimura(Nippon Inst. of Tech.) / Song-Ju Kim(NIMS) / Ryo Takahashi(Kyoto Univ.) / Hidehiro Nakano(Tokyo City Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Efficient Decision Making by Harnessing the Computational Power of Physical Phenomena |
| Sub Title (in English) | |
| Keyword(1) | Natural Computing |
| Keyword(2) | Artificial Intelligence |
| Keyword(3) | Decision Making |
| Keyword(4) | Multi-armed Bandit Problem |
| Keyword(5) | Natural Intelligence |
| Keyword(6) | Machine Learning |
| 1st Author's Name | Song-Ju Kim |
| 1st Author's Affiliation | NIMS(NIMS) |
| Date | 2017-03-10 |
| Paper # | CCS2016-45 |
| Volume (vol) | vol.116 |
| Number (no) | CCS-514 |
| Page | pp.pp.1-6(CCS), |
| #Pages | 6 |
| Date of Issue | 2017-03-03 (CCS) |