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Paper Abstract and Keywords
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
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
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

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  
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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Date Time 2016-09-16 15:10:00 
Presentation Time 20 
Registration for MI 
Paper # IEICE-MICT2016-43,IEICE-MI2016-57 
Volume (vol) IEICE-116 
Number (no) no.224(MICT), no.225(MI) 
Page pp.41-46 
#Pages IEICE-6 
Date of Issue IEICE-MICT-2016-09-09,IEICE-MI-2016-09-09 

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