Presentation | 2021-11-18 On a biobjective optimization problem in binary associative memories Kento Saka, Toshimichi Saito, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper considers a biobjective optimization problem in binary associative memories characterized by ternary connection parameters and the signum activation function. First, we introduce a simple parameter setting method that guarantee storage of any desired memories. Second, we define a biobjective problem based on two objectives that evaluate uniform stability of desired memories and sparsity of connection parameters. Performing precise numerical analysis for simple desired memories, we clarify existence of a trade-off between the two objectives. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Multiobjective optimization / Associative memories / Stability |
Paper # | CCS2021-20 |
Date of Issue | 2021-11-11 (CCS) |
Conference Information | |
Committee | CCS |
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Conference Date | 2021/11/18(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Osaka Univ. |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Tetsuya Asai(Hokkaido Univ.) |
Vice Chair | Megumi Akai(Hokkaido Univ.) / Masaki Aida(TMU) |
Secretary | Megumi Akai(TDK) / Masaki Aida(Mie Univ.) |
Assistant | Hidehiro Nakano(Tokyo City Univ.) / Hiroyasu Ando(Tsukuba Univ.) / Takashi Matsubara(Osaka Univ.) / Sumiko Miyata(Shibaura Inst. of Tech.) |
Paper Information | |
Registration To | Technical Committee on Complex Communication Sciences |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | On a biobjective optimization problem in binary associative memories |
Sub Title (in English) | |
Keyword(1) | Multiobjective optimization |
Keyword(2) | Associative memories |
Keyword(3) | Stability |
1st Author's Name | Kento Saka |
1st Author's Affiliation | Hosei University(HU) |
2nd Author's Name | Toshimichi Saito |
2nd Author's Affiliation | Hosei University(HU) |
Date | 2021-11-18 |
Paper # | CCS2021-20 |
Volume (vol) | vol.121 |
Number (no) | CCS-253 |
Page | pp.pp.16-19(CCS), |
#Pages | 4 |
Date of Issue | 2021-11-11 (CCS) |