Paper Abstract and Keywords |
Presentation |
2019-01-26 17:05
Automatic book classification using neural networks Haruki Sugiyama, Yoshinori Tanabe (Tsurumi Univ.) KBSE2018-53 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
There are many studies applying machine learning to classify books by the Nippon Decimal Classification (NDC), a system widely applied in Japan. However, few among them employ neural networks. In this paper, we report the experimental results of automatic classification of books using basic multilayer perceptron models, convolutional neural networks (CNN), and recurrent neural networks (RNN). We collected data of 40,005 books from internet shopping mall Rakuten Ichiba. They are book titles, merchandise information, author, and publisher. Feature words were selected using Jaccard coefficients and other factors after morphological analysis, and they were converted to word vectors using Asahi Shimbun Word Vector. Precisions obtained from experiments are: 77% by multi-layer perceptron models, 71% by CNN, and 74% by RNN. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
NDC / Machine Learning / Automatic classification / Neural Networks / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 425, KBSE2018-53, pp. 61-66, Jan. 2019. |
Paper # |
KBSE2018-53 |
Date of Issue |
2019-01-19 (KBSE) |
ISSN |
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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KBSE2018-53 |
Conference Information |
Committee |
KBSE |
Conference Date |
2019-01-26 - 2019-01-26 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
NII |
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(See Japanese page) |
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Paper Information |
Registration To |
KBSE |
Conference Code |
2019-01-KBSE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Automatic book classification using neural networks |
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NDC |
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Machine Learning |
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Automatic classification |
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Neural Networks |
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1st Author's Name |
Haruki Sugiyama |
1st Author's Affiliation |
Tsurumi University (Tsurumi Univ.) |
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Yoshinori Tanabe |
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Tsurumi University (Tsurumi Univ.) |
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Speaker |
Author-1 |
Date Time |
2019-01-26 17:05:00 |
Presentation Time |
30 minutes |
Registration for |
KBSE |
Paper # |
KBSE2018-53 |
Volume (vol) |
vol.118 |
Number (no) |
no.425 |
Page |
pp.61-66 |
#Pages |
6 |
Date of Issue |
2019-01-19 (KBSE) |
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