| Presentation | 2016-03-22 Calcium imaging data analysis by multi resolution non-negative matrix factorization Tsubasa Ito, Keisuke Ota, Masanori Murayama, Toru Aonishi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Ca2+ imaging is the imaging method of neuronal activity in the brain. Recently, the technological advance in Ca2+ imaging methods including two-photon fluorescence microscopy has enabled us to detect several hundreds of cells simultaneously at once. As increasing the data size the manual detection of cells becomes more difficult. Additionally, many researcher groups are desiring to acquire high spatial (more accurate cell shape) and temporal (more accurate neural activity) resolution information. Due to the limitation of scan speed we cannot make able to increase both spatial and temporal resolution simultaneously. In order to address this problems, we propose multi-resolution NMF to extract high spatial and high temporal resolution signals from imaging data with different resolution: high-frame-rate low-spatial resolution data and low-frame-rate high-spatial resolution data. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Ca2+ imaging / non-negative matrix factorization / multi resolution analysis |
| Paper # | NC2015-92 |
| Date of Issue | 2016-03-15 (NC) |
| Conference Information | |
| Committee | MBE / NC |
|---|---|
| Conference Date | 2016/3/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tetsuo Kobayashi(Kyoto Univ.) / Toshimichi Saito(Hosei Univ.) |
| Vice Chair | Yutaka Fukuoka(Kogakuin Univ.) / Shigeo Sato(Tohoku Univ.) |
| Secretary | Yutaka Fukuoka(akita noken) / Shigeo Sato(Kogakuin Univ.) |
| Assistant | Takenori Oida(Kyoto Univ.) / Ryota Horie(Shibaura Inst. of Tech.) / Hiroyuki Kanbara(Tokyo Inst. of Tech.) / Hisanao Akima(Tohoku Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Calcium imaging data analysis by multi resolution non-negative matrix factorization |
| Sub Title (in English) | |
| Keyword(1) | Ca2+ imaging |
| Keyword(2) | non-negative matrix factorization |
| Keyword(3) | multi resolution analysis |
| 1st Author's Name | Tsubasa Ito |
| 1st Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| 2nd Author's Name | Keisuke Ota |
| 2nd Author's Affiliation | RIKEN/JSPS(RIKEN/JSPS) |
| 3rd Author's Name | Masanori Murayama |
| 3rd Author's Affiliation | RIKEN(RIKEN) |
| 4th Author's Name | Toru Aonishi |
| 4th Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| Date | 2016-03-22 |
| Paper # | NC2015-92 |
| Volume (vol) | vol.115 |
| Number (no) | NC-514 |
| Page | pp.pp.131-136(NC), |
| #Pages | 6 |
| Date of Issue | 2016-03-15 (NC) |