Paper Abstract and Keywords |
Presentation |
2020-01-15 11:20
Modeling of Prediction Processes based on Learning Colored Petri Nets Ibuki Kawamitsu, Morikazu Nakamura (Univ. of the Ryukyus) MSS2019-53 SS2019-37 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents a modeling approach to visualize the prediction process of machine learning based on learning colored Petri nets. The learning phase constructs a Petri net structure by feature selection, and extract a function specifying transition firing.
Our method allows us to understand quantitatively the relation between the causes and the prediction results. As an application example, we apply our approach to the prediction of the number of daily customers and their orders in a Japanese restaurant.
The experimental evaluation with real data shows the usefulness to understand the effect level of each feature for the prediction. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Petri net / Colored Petri net / Machine Learning / Regression / Classification / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 361, MSS2019-53, pp. 73-78, Jan. 2020. |
Paper # |
MSS2019-53 |
Date of Issue |
2020-01-07 (MSS, SS) |
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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MSS2019-53 SS2019-37 |
Conference Information |
Committee |
SS MSS |
Conference Date |
2020-01-14 - 2020-01-15 |
Place (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
MSS |
Conference Code |
2020-01-SS-MSS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Modeling of Prediction Processes based on Learning Colored Petri Nets |
Sub Title (in English) |
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Keyword(1) |
Petri net |
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Colored Petri net |
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Machine Learning |
Keyword(4) |
Regression |
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Classification |
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1st Author's Name |
Ibuki Kawamitsu |
1st Author's Affiliation |
University of the Ryukyus (Univ. of the Ryukyus) |
2nd Author's Name |
Morikazu Nakamura |
2nd Author's Affiliation |
University of the Ryukyus (Univ. of the Ryukyus) |
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Speaker |
Author-1 |
Date Time |
2020-01-15 11:20:00 |
Presentation Time |
25 minutes |
Registration for |
MSS |
Paper # |
MSS2019-53, SS2019-37 |
Volume (vol) |
vol.119 |
Number (no) |
no.361(MSS), no.362(SS) |
Page |
pp.73-78 |
#Pages |
6 |
Date of Issue |
2020-01-07 (MSS, SS) |
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