| Presentation | 2020-01-23 Analysis of damping in AMP by unrolling Takeshi Mori, Kazushi Mimura, Jun'Ichi Takeuchi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Damping for iterative algorithms such as approximate message passing (AMP) is a technique to stabilize behavior of the algorithms by reducing update amount in each iteration. It is known that damping does stabilize the algorithms, but it increased the number of iterations for convergence. So the the strength of damping is an issue. In this study, we apply unroll by neural networks to damped AMP and optimize the damping constants. We obtain some insights for the strength of damping by observing the optimized damping constants. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Dampimg / Sparse Superposition Codes, / compression sensing / Bayes optimal AMP / deep learning |
| Paper # | IT2019-51,SIP2019-64,RCS2019-281 |
| Date of Issue | 2020-01-16 (IT, SIP, RCS) |
| Conference Information | |
| Committee | IT / SIP / RCS |
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| Conference Date | 2020/1/23(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hiroshima City Youth Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Jun Muramatsu(NTT) / Naoyuki Aikawa(TUS) / Tomoaki Otsuki(Keio Univ.) |
| Vice Chair | Tadashi Wadayama(Nagoya Inst. of Tech.) / Kazunori Hayashi(Osaka City Univ) / Yukihiro Bandou(NTT) / Satoshi Suyama(NTT DoCoMo) / Fumiaki Maehara(Waseda Univ.) / Toshihiko Nishimura(Hokkaido Univ.) |
| Secretary | Tadashi Wadayama(Saga Univ.) / Kazunori Hayashi(Nagano Pref Inst. of Tech.) / Yukihiro Bandou(Hiroshima Univ.) / Satoshi Suyama(Hosei Univ.) / Fumiaki Maehara(NTT) / Toshihiko Nishimura(Kyushu Univ.) |
| Assistant | Hideki Yagi(UEC) / Kenjiro Sugimoto(Waseda Univ.) / Kazushi Muraoka(NEC) / Shinsuke Ibi(Doshisha Univ.) / Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) |
| Paper Information | |
| Registration To | Technical Committee on Information Theory / Technical Committee on Signal Processing / Technical Committee on Radio Communication Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Analysis of damping in AMP by unrolling |
| Sub Title (in English) | |
| Keyword(1) | Dampimg |
| Keyword(2) | Sparse Superposition Codes, |
| Keyword(3) | compression sensing |
| Keyword(4) | Bayes optimal AMP |
| Keyword(5) | deep learning |
| 1st Author's Name | Takeshi Mori |
| 1st Author's Affiliation | Kyushu University(Kyushu Univ) |
| 2nd Author's Name | Kazushi Mimura |
| 2nd Author's Affiliation | Hiroshima City University(Hiroshima City Univ) |
| 3rd Author's Name | Jun'Ichi Takeuchi |
| 3rd Author's Affiliation | Kyushu University(Kyushu Univ) |
| Date | 2020-01-23 |
| Paper # | IT2019-51,SIP2019-64,RCS2019-281 |
| Volume (vol) | vol.119 |
| Number (no) | IT-376,SIP-377,RCS-378 |
| Page | pp.pp.93-98(IT), pp.93-98(SIP), pp.93-98(RCS), |
| #Pages | 6 |
| Date of Issue | 2020-01-16 (IT, SIP, RCS) |