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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
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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Conference Information
Committee SS MSS  
Conference Date 2020-01-14 - 2020-01-15 
Place (in Japanese) (See Japanese page) 
Place (in English)  
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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)  
Keyword(1) Petri net  
Keyword(2) Colored Petri net  
Keyword(3) Machine Learning  
Keyword(4) Regression  
Keyword(5) Classification  
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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Date Time 2020-01-15 11:20:00 
Presentation Time 25 
Registration for MSS 
Paper # IEICE-MSS2019-53,IEICE-SS2019-37 
Volume (vol) IEICE-119 
Number (no) no.361(MSS), no.362(SS) 
Page pp.73-78 
#Pages IEICE-6 
Date of Issue IEICE-MSS-2020-01-07,IEICE-SS-2020-01-07 

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