| Presentation | 2018-06-14 On an approximated polynomial function by a Deep Neural Network Kazuya Ozawa, Toshihiro Tachibana, Hideo Nakano, Hideaki Okazaki, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In order to approximate a bivariate polynomial function used in a bivariate fractal interpolation method , and to realize bivariate fractal interpolation surface by a deep neural network with rectified linear units (ReLU DNN), we discuss bivariate polynomial function approximations using ReLU DNN by the gradient descent method. In conclusion, we summarize the principal results and describe future research. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Bivariate fractal interpolation method / Neural Network / Polynomial approximation |
| Paper # | CAS2018-3,VLD2018-6,SIP2018-23,MSS2018-3 |
| Date of Issue | 2018-06-07 (CAS, VLD, SIP, MSS) |
| Conference Information | |
| Committee | CAS / SIP / MSS / VLD |
|---|---|
| Conference Date | 2018/6/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Univ. (Frontier Research in Applied Sciences Build.) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | System and Signal Processing, etc |
| Chair | Hideaki Okazaki(Shonan Inst. of Tech.) / Shogo Muramatsu(Niigata Univ.) / Morikazu Nakamura(Univ. of Ryukyus) / Noriyuki Minegishi(Mitsubishi Electric) |
| Vice Chair | Taizo Yamawaki(Hitachi) / Naoyuki Aikawa(TUS) / Kazunori Hayashi(Osaka City Univ) / Shigemasa Takai(Osaka Univ.) / Nozomu Togawa(Waseda Univ.) |
| Secretary | Taizo Yamawaki(Shonan Inst. of Tech.) / Naoyuki Aikawa(Hitachi) / Kazunori Hayashi(Takushoku Univ.) / Shigemasa Takai(Hiroshima Univ.) / Nozomu Togawa(Toshiba) |
| Assistant | Motoi Yamaguchi(Renesas Electronics) / / Hideki Kinjo(Okinawa Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Circuits and Systems / Technical Committee on Signal Processing / Technical Committee on Mathematical Systems Science and its applications / Technical Committee on VLSI Design Technologies |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On an approximated polynomial function by a Deep Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Bivariate fractal interpolation method |
| Keyword(2) | Neural Network |
| Keyword(3) | Polynomial approximation |
| 1st Author's Name | Kazuya Ozawa |
| 1st Author's Affiliation | Shonan Institute of Technology(SIT) |
| 2nd Author's Name | Toshihiro Tachibana |
| 2nd Author's Affiliation | Shonan Institute of Technology(SIT) |
| 3rd Author's Name | Hideo Nakano |
| 3rd Author's Affiliation | Shonan Institute of Technology(SIT) |
| 4th Author's Name | Hideaki Okazaki |
| 4th Author's Affiliation | Shonan Institute of Technology(SIT) |
| Date | 2018-06-14 |
| Paper # | CAS2018-3,VLD2018-6,SIP2018-23,MSS2018-3 |
| Volume (vol) | vol.118 |
| Number (no) | CAS-82,VLD-83,SIP-84,MSS-85 |
| Page | pp.pp.11-15(CAS), pp.11-15(VLD), pp.11-15(SIP), pp.11-15(MSS), |
| #Pages | 5 |
| Date of Issue | 2018-06-07 (CAS, VLD, SIP, MSS) |