Paper Abstract and Keywords |
Presentation |
2018-04-27 15:35
Classification of discrete sequences using transfer learning Masato Ogata, Tsuyoshi Matsuoka (Kyushu Sangyo Univ.) NLP2018-25 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We introduce a grayscale image in which brightness and pattern of pixels are determined by samples of a discrete sequence and classify these images for specfying types of information sources through the use of a convolutional neural network (CNN) with transfer learning. Many numerical experiments are carried out to explore whether edge detection and enhancement originated from CNN’s channels are effective in extracting a key feature of types of information sources and CNNs distinguish them more accurately than shallow fully-connected networks. Key words convolutional neural network, transfer learning, discrete sequence, classification |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
convolutional neural network / transfer learning / discrete sequence / classification / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 15, NLP2018-25, pp. 121-126, April 2018. |
Paper # |
NLP2018-25 |
Date of Issue |
2018-04-19 (NLP) |
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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NLP2018-25 |
Conference Information |
Committee |
NLP |
Conference Date |
2018-04-26 - 2018-04-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kumaoto Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Discrete Dynamical Systems, Sequences, etc |
Paper Information |
Registration To |
NLP |
Conference Code |
2018-04-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
Title (in English) |
Classification of discrete sequences using transfer learning |
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convolutional neural network |
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transfer learning |
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discrete sequence |
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classification |
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1st Author's Name |
Masato Ogata |
1st Author's Affiliation |
Kyushu Sangyo University (Kyushu Sangyo Univ.) |
2nd Author's Name |
Tsuyoshi Matsuoka |
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Kyushu Sangyo University (Kyushu Sangyo Univ.) |
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Speaker |
Author-1 |
Date Time |
2018-04-27 15:35:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2018-25 |
Volume (vol) |
vol.118 |
Number (no) |
no.15 |
Page |
pp.121-126 |
#Pages |
6 |
Date of Issue |
2018-04-19 (NLP) |
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