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| Presentation | 2016-09-16 15:10 Object Oriented Data Analysis for Volumetric Medical Data using Multiway Principal Component Analysis Hayato Itoh, Atsushi Imiya (Chiba Univ.), Tomoya Sakai (Nagasaki Univ.)  MICT2016-43 MI2016-57 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | For object oriented data analysis of volumetric medical data, we introduce principal component analysis for the third order tensors. Volumetric data analysed in medical information processing are three-way array data. These three-way array data are expressed by third-order tensors to preserve multilinearity of the volumetric data for image pattern recognition in medical applications. We show that the tensor principal component analysis simultaneously extracts outline shapes and global statistical properties of inner textures of medical volumetric data. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | volume data / dimension reduction / tensor / singular value decomposition / discrete cosine transform / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 116, no. 225, MI2016-57, pp. 41-46, Sept. 2016. | |
| Paper # | MI2016-57 | |
| Date of Issue | 2016-09-09 (MICT, MI) | |
| 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 | MICT2016-43 MI2016-57 |
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| Conference Information | |
| Committee | MI MICT |
| Conference Date | 2016-09-16 - 2016-09-16 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Koganei Campus, Tokyo University of Agriculture and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MI |
| Conference Code | 2016-09-MI-MICT |
| Language | English (Japanese title is available) |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Object Oriented Data Analysis for Volumetric Medical Data using Multiway Principal Component Analysis |
| Sub Title (in English) | |
| Keyword(1) | volume data |
| Keyword(2) | dimension reduction |
| Keyword(3) | tensor |
| Keyword(4) | singular value decomposition |
| Keyword(5) | discrete cosine transform |
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| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Hayato Itoh |
| 1st Author's Affiliation | Chiba University (Chiba Univ.) |
| 2nd Author's Name | Atsushi Imiya |
| 2nd Author's Affiliation | Chiba University (Chiba Univ.) |
| 3rd Author's Name | Tomoya Sakai |
| 3rd Author's Affiliation | Nagasaki Univeristy (Nagasaki Univ.) |
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| Speaker | Author-1 |
| Date Time | 2016-09-16 15:10:00 |
| Presentation Time | 20 minutes |
| Registration for | MI |
| Paper # | MICT2016-43, MI2016-57 |
| Volume (vol) | vol.116 |
| Number (no) | no.224(MICT), no.225(MI) |
| Page | pp.41-46 |
| #Pages | 6 |
| Date of Issue | 2016-09-09 (MICT, MI) |
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