Paper Abstract and Keywords |
Presentation |
2013-07-18 15:40
Computer aided image diagnosis system using artificial intelligence for X-ray CT image Tadashi Kondo, Junji Ueno, Shoichiro Takao (Tokushima Univ.) IBISML2013-11 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A computer aided image diagnosis system using artificial intelligence for X-ray CT image is developed. In this system, a revised multi-layered Group Method of Data Handling (GMDH)-type neural network algorithm which can organize artificial neural network architecture fitting the medical image diagnosis using knowledge base, is used and it was applied to medical image diagnosis of lung cancer. In this revised GMDH-type neural network algorithm, structural parameters such as the number of layers, the number of neurons in hidden layers, useful input variables and the optimum neuron architectures, are automatically selected so as to minimize the prediction error criterion defined as Prediction Sum of Squares (PSS) and it is shown that the revised GMDH-type neural network can be easily applied to the medical image diagnosis. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
GMDH / Neural network / Medical image diagnosis / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 139, IBISML2013-11, pp. 75-80, July 2013. |
Paper # |
IBISML2013-11 |
Date of Issue |
2013-07-11 (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) |
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IBISML2013-11 |
Conference Information |
Committee |
IBISML |
Conference Date |
2013-07-18 - 2013-07-18 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nishiwaseda Campus (Waseda univ.) |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Machine Learningn, etc. |
Paper Information |
Registration To |
IBISML |
Conference Code |
2013-07-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Computer aided image diagnosis system using artificial intelligence for X-ray CT image |
Sub Title (in English) |
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Keyword(1) |
GMDH |
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Neural network |
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Medical image diagnosis |
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1st Author's Name |
Tadashi Kondo |
1st Author's Affiliation |
The University of Tokushima (Tokushima Univ.) |
2nd Author's Name |
Junji Ueno |
2nd Author's Affiliation |
The University of Tokushima (Tokushima Univ.) |
3rd Author's Name |
Shoichiro Takao |
3rd Author's Affiliation |
The University of Tokushima (Tokushima Univ.) |
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Speaker |
Author-1 |
Date Time |
2013-07-18 15:40:00 |
Presentation Time |
25 minutes |
Registration for |
IBISML |
Paper # |
IBISML2013-11 |
Volume (vol) |
vol.113 |
Number (no) |
no.139 |
Page |
pp.75-80 |
#Pages |
6 |
Date of Issue |
2013-07-11 (IBISML) |
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