| Paper Abstract and Keywords |
| Presentation |
2020-03-10 10:20
Detecting unobserved nodes in networks of dynamical systems estimated only from time series data. Yuuki Sakakibara, Yutaka Shimada, Takaomi Shigehara (Saitama Univ.) NLP2019-125 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Real complex phenomena can be described as coupled dynamical systems, where many dynamical systems are coupled with each other through complex connections. Recent researches on network estimation have revealed that the network structure can be successfully estimated only from time series data, when the time series data are observed from all vertices in a network. However, in these methods, it is not taken into account that there is the case where we cannot observe time series data from several vertices. In this report, we propose a method to detect unobserved vertices and to estimate their connections when the time series data cannot be observed from a few vertices in a network. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
time series data / estimation of network structure / complex networks / coupled dynamical systems / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 119, no. 471, NLP2019-125, pp. 71-76, March 2020. |
| Paper # |
NLP2019-125 |
| Date of Issue |
2020-03-02 (NLP) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
NLP2019-125 |
| Conference Information |
| Committee |
MSS NLP |
| Conference Date |
2020-03-09 - 2020-03-10 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
SICE-DES, IEICE-MSS, IEICE-NLP |
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2020-03-MSS-NLP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Detecting unobserved nodes in networks of dynamical systems estimated only from time series data. |
| Sub Title (in English) |
|
| Keyword(1) |
time series data |
| Keyword(2) |
estimation of network structure |
| Keyword(3) |
complex networks |
| Keyword(4) |
coupled dynamical systems |
| Keyword(5) |
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| 1st Author's Name |
Yuuki Sakakibara |
| 1st Author's Affiliation |
Saitama University (Saitama Univ.) |
| 2nd Author's Name |
Yutaka Shimada |
| 2nd Author's Affiliation |
Saitama University (Saitama Univ.) |
| 3rd Author's Name |
Takaomi Shigehara |
| 3rd Author's Affiliation |
Saitama University (Saitama Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-03-10 10:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2019-125 |
| Volume (vol) |
vol.119 |
| Number (no) |
no.471 |
| Page |
pp.71-76 |
| #Pages |
6 |
| Date of Issue |
2020-03-02 (NLP) |