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| Presentation | 2012-03-12 16:30 Canonical Multiple Sequence Alignment for High-dimensional Multiple Time-series Analysis Takamitsu Matsubara (NAIST/ATR), Jun Morimoto (ATR)  IBISML2011-96 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Temporal alignment of time series is a fundamental problem as the first step for many purposes. Especially, the techniques for temporal alignment of multiple time series, i.e., multiple sequence alignment is crucial for finding common, hidden patterns among all the sequences, which cannot be achieved by the techniques for pair-wise alignment. In this paper, we propose a novel approach for multiple alignment called Canonical Multiple Sequence Alignment (CMSA). This algorithm can be viewed as an extension of multiple alignment, multi-set canonical correlation analysis and canonical time warping. The proposed method is validated through an application to artificial data. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Time-series Analysis / Canonical Multiple Sequence Alignment / Multi-set Canonical Correlation Analysis / Multiple Alignment / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 111, no. 480, IBISML2011-96, pp. 63-68, March 2012. | |
| Paper # | IBISML2011-96 | |
| Date of Issue | 2012-03-05 (IBISML) | |
| 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 | IBISML2011-96 |
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| Conference Information | |
| Committee | IBISML |
| Conference Date | 2012-03-12 - 2012-03-13 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | The Institute of Statistical Mathematics |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Mathematical Statistics, Databases, etc. |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2012-03-IBISML |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Canonical Multiple Sequence Alignment for High-dimensional Multiple Time-series Analysis |
| Sub Title (in English) | |
| Keyword(1) | Time-series Analysis |
| Keyword(2) | Canonical Multiple Sequence Alignment |
| Keyword(3) | Multi-set Canonical Correlation Analysis |
| Keyword(4) | Multiple Alignment |
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| 1st Author's Name | Takamitsu Matsubara |
| 1st Author's Affiliation | Nara Institute of Science and Technology/ATR (NAIST/ATR) |
| 2nd Author's Name | Jun Morimoto |
| 2nd Author's Affiliation | ATR (ATR) |
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| Speaker | Author-1 |
| Date Time | 2012-03-12 16:30:00 |
| Presentation Time | 25 minutes |
| Registration for | IBISML |
| Paper # | IBISML2011-96 |
| Volume (vol) | vol.111 |
| Number (no) | no.480 |
| Page | pp.63-68 |
| #Pages | 6 |
| Date of Issue | 2012-03-05 (IBISML) |
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