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Paper Abstract and Keywords
Presentation 2020-03-26 11:00
Generative Adversarial Networks Handling Multiple Distances between Probability Distributions
Shinya Hidai, Hidehiro Nakano, Arata Miyauchi (Tokyo City Univ.) CCS2019-39
Abstract (in Japanese) (See Japanese page) 
(in English) Generative Adversarial Networks (GAN) are trained by alternately training two networks. Discriminator estimates the distance between the probability distribution estimated by the Generator and the distribution of data to be trained, and Generator estimates the distance between the distributions estimated by the Discriminator. In this research, we propose an extended GAN that integrates GANs with different properties of the distance between distributions and that is independent of the properties of the distance between distributions. The proposed method is verified by estimating the mixture distribution in two-dimensional space.
Keyword (in Japanese) (See Japanese page) 
(in English) Generative Adversarial Networks / probability distribution / / / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 485, CCS2019-39, pp. 21-24, March 2020.
Paper # CCS2019-39 
Date of Issue 2020-03-18 (CCS) 
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)
Download PDF CCS2019-39

Conference Information
Committee CCS  
Conference Date 2020-03-25 - 2020-03-26 
Place (in Japanese) (See Japanese page) 
Place (in English) Hosei Univ. Ichigaya Campus 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Natural Computing, etc. 
Paper Information
Registration To CCS 
Conference Code 2020-03-CCS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Generative Adversarial Networks Handling Multiple Distances between Probability Distributions 
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Keyword(1) Generative Adversarial Networks  
Keyword(2) probability distribution  
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1st Author's Name Shinya Hidai  
1st Author's Affiliation Tokyo City University (Tokyo City Univ.)
2nd Author's Name Hidehiro Nakano  
2nd Author's Affiliation Tokyo City University (Tokyo City Univ.)
3rd Author's Name Arata Miyauchi  
3rd Author's Affiliation Tokyo City University (Tokyo City Univ.)
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Speaker Author-1 
Date Time 2020-03-26 11:00:00 
Presentation Time 25 minutes 
Registration for CCS 
Paper # CCS2019-39 
Volume (vol) vol.119 
Number (no) no.485 
Page pp.21-24 
#Pages 4 
Date of Issue 2020-03-18 (CCS) 

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