Presentation | 2015-11-01 Estimation of connectivity between neurons using SPIKE-distance Kaori Kuroda, Mikio Hasegawa, Tohru Ikeguchi, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | To understand information processing in the brain, it is important to clarify the connectivity between neurons. We have already proposed the method of estimating connectivities between neurons only from observed multiple spike sequences by quantifying distance between spike sequences. To quantify distance between spike sequences, the spike time metric is used. However, the spike time metric involves a parameter. Then, we have to set an optimal parameter in the spike time metric. In this report, we used the SPIKE-distance instead of the spike time metric. The SPIKE-distance is a parameter-free measure which can quantify the distance between spike sequences. Using the SPIKE-distance, we estimate the network structure. As a result, the proposed method exhibits higher performance than the previous method. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | spike sequence / SPIKE-distance / partialization analysis |
Paper # | NLP2015-125 |
Date of Issue | 2015-10-24 (NLP) |
Conference Information | |
Committee | NLP |
---|---|
Conference Date | 2015/10/31(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Nobumoto Ohama Memorial Hall |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Nonlinear Problems, etc. |
Chair | Kenya Jinno(Nippon Inst. of Tech.) |
Vice Chair | Naoto Fujisaka(Hiroshima City Univ.) |
Secretary | Naoto Fujisaka(Tokyo Univ. of Science) |
Assistant | Hidehiro Nakano(Tokyo City Univ.) / Hiroyuki Asahara(Okayama Univ. of Science) |
Paper Information | |
Registration To | Technical Committee on Nonlinear Problems |
---|---|
Language | ENG-JTITLE |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Estimation of connectivity between neurons using SPIKE-distance |
Sub Title (in English) | |
Keyword(1) | spike sequence |
Keyword(2) | SPIKE-distance |
Keyword(3) | partialization analysis |
1st Author's Name | Kaori Kuroda |
1st Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
2nd Author's Name | Mikio Hasegawa |
2nd Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
3rd Author's Name | Tohru Ikeguchi |
3rd Author's Affiliation | Tokyo University of Science(Tokyo Univ. of Science) |
Date | 2015-11-01 |
Paper # | NLP2015-125 |
Volume (vol) | vol.115 |
Number (no) | NLP-284 |
Page | pp.pp.105-109(NLP), |
#Pages | 5 |
Date of Issue | 2015-10-24 (NLP) |