| Presentation | 2017-06-23 Emergence of Cooperative States by Indirect Sharing of Personalized Values Takashi Sato, Kimika Ueyama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Minority Game is a task in which selections by the game players are evaluated by their ones themselves. In this paper, we adopt an elman-net, which is one of the recurrent neural network, as a player model and verify how various information given to the players affects the results of the game. From our simulation results, we found that many players can make a score uniformly by learning a time series of the other's past states, namely, cooperative states emerge in the players. This result suggests that the cooperative states are caused by indirectly sharing personalized values, which are actuating factors of the others, among players connected and internalizing the values by the time-series learning of the other's past states. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Minority Game / Elman-Net / Indirect Sharing of Personalized Values / Emergence of Cooperative States |
| Paper # | NC2017-6 |
| Date of Issue | 2017-06-16 (NC) |
| Conference Information | |
| Committee | NC / IPSJ-BIO / IBISML / IPSJ-MPS |
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| Conference Date | 2017/6/23(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine Learning Approach to Biodata Mining, and General |
| Chair | Masafumi Hagiwara(Keio Univ.) / / Kenji Fukumizu(ISM) |
| Vice Chair | Yutaka Hirata(Chubu Univ.) / / Masashi Sugiyama(Univ. of Tokyo) |
| Secretary | Yutaka Hirata(Tokyo Inst. of Tech.) / (Nagoya Univ.) / Masashi Sugiyama / (Kyoto Univ.) |
| Assistant | Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) / / Ichiro Takeuchi(Nagoya Inst. of Tech.) / Toshihiro Kamishima(AIST) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Special Interest Group on Bioinformatics and Genomics / Technical Committee on Infomation-Based Induction Sciences and Machine Learning / Special Interest Group on Mathematical Modeling and Problem Solving |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Emergence of Cooperative States by Indirect Sharing of Personalized Values |
| Sub Title (in English) | |
| Keyword(1) | Minority Game |
| Keyword(2) | Elman-Net |
| Keyword(3) | Indirect Sharing of Personalized Values |
| Keyword(4) | Emergence of Cooperative States |
| 1st Author's Name | Takashi Sato |
| 1st Author's Affiliation | National Institute of Technology, Okinawa College(NIT, Okinawa College) |
| 2nd Author's Name | Kimika Ueyama |
| 2nd Author's Affiliation | NEC Fielding, Ltd.(NEC-F) |
| Date | 2017-06-23 |
| Paper # | NC2017-6 |
| Volume (vol) | vol.117 |
| Number (no) | NC-109 |
| Page | pp.pp.9-14(NC), |
| #Pages | 6 |
| Date of Issue | 2017-06-16 (NC) |