| Paper Abstract and Keywords |
| Presentation |
2022-01-22 16:25
Reconstructing dynamical system from marked point processes and its application to real world data Kazuya Sawada, Nina Sviridova (TUS), Yutaka Shimada (Saitama Univ.), Tour Ikeguchi (TUS) NLP2021-116 MICT2021-91 MBE2021-77 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this report, we applied the method of reconstructing dynamical system for the marked point process
to the human photoplethysmogram (PPG) measured from a finger. In particular, we generated a marked point process by extracting the maxima or maxima and minima of the photoplethysmographic pulse wave time series. Then, we reconstruct an attractor from the time series of inter-event interval and marked value of the generated marked point process, or only from the time series of inter-event interval and marked value, and compared with the attractor reconstructed from measured PPG time series. As a result, it was qualitatively confirmed that the recurrence structure of the attractor reconstructed from the original PPG time series was retained in the attractor reconstructed from the marked point process. However, no clear trends were found in the similarity between the inter-point distance distributions of the six attractors reconstructed from the marked point process and those reconstructed from the original time series evaluated by the JS divergence between the inter-point distance distributions on the attractor reconstructed from the original PPG data and attractors reconstructed from the marked point processes. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Reconstructing dynamical system / embedding / delay-coordinate system / marked point process / inter-point distance distribution / Jensen-Shannon divergence / / |
| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 335, NLP2021-116, pp. 209-212, Jan. 2022. |
| Paper # |
NLP2021-116 |
| Date of Issue |
2022-01-14 (NLP, MICT, MBE) |
| ISSN |
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 |
NLP2021-116 MICT2021-91 MBE2021-77 |
| Conference Information |
| Committee |
NLP MICT MBE NC |
| Conference Date |
2022-01-21 - 2022-01-23 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2022-01-NLP-MICT-MBE-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Reconstructing dynamical system from marked point processes and its application to real world data |
| Sub Title (in English) |
|
| Keyword(1) |
Reconstructing dynamical system |
| Keyword(2) |
embedding |
| Keyword(3) |
delay-coordinate system |
| Keyword(4) |
marked point process |
| Keyword(5) |
inter-point distance distribution |
| Keyword(6) |
Jensen-Shannon divergence |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kazuya Sawada |
| 1st Author's Affiliation |
Tokyo University of Science (TUS) |
| 2nd Author's Name |
Nina Sviridova |
| 2nd Author's Affiliation |
Tokyo University of Science (TUS) |
| 3rd Author's Name |
Yutaka Shimada |
| 3rd Author's Affiliation |
Saitama University (Saitama Univ.) |
| 4th Author's Name |
Tour Ikeguchi |
| 4th Author's Affiliation |
Tokyo University of Science (TUS) |
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| Speaker |
Author-1 |
| Date Time |
2022-01-22 16:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2021-116, MICT2021-91, MBE2021-77 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.335(NLP), no.336(MICT), no.337(MBE) |
| Page |
pp.209-212 |
| #Pages |
4 |
| Date of Issue |
2022-01-14 (NLP, MICT, MBE) |