| Presentation | 2017-03-03 Coalition formation approach for cooperative spectrum sensing in cognitive radio networks by multi-armed bandit problem Sho Iizuka, Jun Kawahara, Shoji Kasahara, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In cognitive radio networks, it is important for secondary users (SUs) to accurately sense wireless channels for primary users (PUs). To improve the detection performance, cooperative spectrum sensing is proposed, in which SUs form distinct groups and the SUs in a group share the same sensing result. Parameters such as the miss-detection rate and false-alarm one of each SU are required to form appropriate groups, however, most of previous studies treat these parameters as known. In this paper, we consider an automatically learning technique for the optimal group formation without a priori information of the miss-detection and false-alarm rates. We formulate this problem as a multi-armed bandit problem, developing a repeated group formation scheme with which an exploration-exploitation tradeoff is taken into consideration. We investigate the performance of the proposed scheme by simulation. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | cognitive radio network / cooperative spectrum sensing / coalition formation / multi-armed bandit problem |
| Paper # | NS2016-242 |
| Date of Issue | 2017-02-23 (NS) |
| Conference Information | |
| Committee | NS / IN |
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| Conference Date | 2017/3/2(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | OKINAWA ZANPAMISAKI ROYAL HOTEL |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | General |
| Chair | Hideki Tode(Osaka Pref. Univ.) / Katsunori Yamaoka(Tokyo Inst. of Tech.) |
| Vice Chair | Yoshikatsu Okazaki(NTT) / Takuji Kishida(NTT) |
| Secretary | Yoshikatsu Okazaki(Kyushu Inst. of Tech.) / Takuji Kishida(NTT) |
| Assistant | Shohei Kamamura(NTT) / Kunitake Kaneko(Keio Univ.) / Takashi Natsume(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Network Systems / Technical Committee on Information Networks |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Coalition formation approach for cooperative spectrum sensing in cognitive radio networks by multi-armed bandit problem |
| Sub Title (in English) | |
| Keyword(1) | cognitive radio network |
| Keyword(2) | cooperative spectrum sensing |
| Keyword(3) | coalition formation |
| Keyword(4) | multi-armed bandit problem |
| 1st Author's Name | Sho Iizuka |
| 1st Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 2nd Author's Name | Jun Kawahara |
| 2nd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| 3rd Author's Name | Shoji Kasahara |
| 3rd Author's Affiliation | Nara Institute of Science and Technology(NAIST) |
| Date | 2017-03-03 |
| Paper # | NS2016-242 |
| Volume (vol) | vol.116 |
| Number (no) | NS-484 |
| Page | pp.pp.487-492(NS), |
| #Pages | 6 |
| Date of Issue | 2017-02-23 (NS) |