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Paper Abstract and Keywords
Presentation 2018-03-05 15:55
Implementation of global partition algorithm and verification of hyperfiniteness for property testing of real-world networks
Yutaro Honda (Osaka Pref. Univ.), Hiro Ito (UEC), Munehiko Sasajima (Univ. of Hyogo), Yushi Uno (Osaka Pref. Univ.) COMP2017-52
Abstract (in Japanese) (See Japanese page) 
(in English) In recent years, the necessity of analyzing big data is increasing to utilize them. In such cases, sublinear-time algorithms are required, and especially, if algorithms can run in constant-time. In theoretical computer science field, a topic called property testing has been actively studied recently. The basic framework of property testing is to decide within some inaccuracy if the input data has a certain property or far from it by only reading some part of the input. Hyperfiniteness is one of the concepts for guaranteeing such locality defined on graphs. This research tries to implement such purely theoretical property testing algorithms for graphs in order to practically analyze real-world networks. However, there is difficulty that if we can actually obtain partitions of networks that satisfy hyperfiniteness. The purpose of this research is to verify if various kinds of networks have that property. As a result, we find that property testing could be realized for networks that are close to planar graphs.
Keyword (in Japanese) (See Japanese page) 
(in English) property testing / hyperfiniteness / constant-time algorithm / big data / real-world networks / / /  
Reference Info. IEICE Tech. Rep., vol. 117, no. 474, COMP2017-52, pp. 43-50, March 2018.
Paper # COMP2017-52 
Date of Issue 2018-02-26 (COMP) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
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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 COMP  
Conference Date 2018-03-05 - 2018-03-05 
Place (in Japanese) (See Japanese page) 
Place (in English) Osaka Prefecture Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To COMP 
Conference Code 2018-03-COMP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Implementation of global partition algorithm and verification of hyperfiniteness for property testing of real-world networks 
Sub Title (in English)  
Keyword(1) property testing  
Keyword(2) hyperfiniteness  
Keyword(3) constant-time algorithm  
Keyword(4) big data  
Keyword(5) real-world networks  
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1st Author's Name Yutaro Honda  
1st Author's Affiliation Osaka Prefecture University (Osaka Pref. Univ.)
2nd Author's Name Hiro Ito  
2nd Author's Affiliation University of Electro-Communications (UEC)
3rd Author's Name Munehiko Sasajima  
3rd Author's Affiliation University of Hyogo (Univ. of Hyogo)
4th Author's Name Yushi Uno  
4th Author's Affiliation Osaka Prefecture University (Osaka Pref. Univ.)
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Speaker Author-1 
Date Time 2018-03-05 15:55:00 
Presentation Time 25 minutes 
Registration for COMP 
Paper # COMP2017-52 
Volume (vol) vol.117 
Number (no) no.474 
Page pp.43-50 
#Pages
Date of Issue 2018-02-26 (COMP) 


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