Paper Abstract and Keywords |
Presentation |
2011-07-08 13:25
Medical image diagnosis of liver cancer by feedback GMDH-type neural network Tadashi Kondo (Tokushima Univ.) MBE2011-21 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A revised Group Method of Data Handling (GMDH)-type neural network algorithm using artificial intelligence technology for medical image diagnosis is proposed and is applied to medical image diagnosis of liver cancer. In this algorithm, the knowledge base for medical image diagnosis is used for organizing the neural network architecture for medical image diagnosis. Furthermore, the revised GMDH-type neural network algorithm has a feedback loop and can identify the characteristics of the medical images accurately using feedback loop calculations. The optimum neural network architecture fitting the complexity of the medical images is automatically organized so as to minimize the prediction error criterion defined as Prediction Sum of Squares (PSS). 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. 111, no. 121, MBE2011-21, pp. 7-12, July 2011. |
Paper # |
MBE2011-21 |
Date of Issue |
2011-07-01 (MBE) |
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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MBE2011-21 |
Conference Information |
Committee |
MBE |
Conference Date |
2011-07-08 - 2011-07-09 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
The University of Tokushima |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
ME in general |
Paper Information |
Registration To |
MBE |
Conference Code |
2011-07-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Medical image diagnosis of liver cancer by feedback GMDH-type neural network |
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GMDH |
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Neural network |
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Medical image diagnosis |
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Tadashi Kondo |
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The University of Tokushima (Tokushima Univ.) |
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Speaker |
Author-1 |
Date Time |
2011-07-08 13:25:00 |
Presentation Time |
25 minutes |
Registration for |
MBE |
Paper # |
MBE2011-21 |
Volume (vol) |
vol.111 |
Number (no) |
no.121 |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2011-07-01 (MBE) |