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Paper Abstract and Keywords
Presentation 2018-03-05 14:25
Analysis of Polynomial-time Learnability with Membership Queries
Mikito Nanashima (Tokyo Inst. of Tech.) COMP2017-49
Abstract (in Japanese) (See Japanese page) 
(in English) We investigate the polynomial-time learnability by using examples and membership queries. Angluin and Kharitonov proved that various concept classes (e.g., Boolean formulae, NFAs) are not polynomial-time learnable in this learning model if there exists a public-key encryption scheme that has indistinguishable encryptions against chosen message attacks. We consider as a stronger learning model a posteriori query learning model, and show it to be indeed stronger than the above learning model if a one-way function exists. Nevertheless, we prove that the Boolean formula concept class is not polynomial-time learnable either in this learning model based on even a weaker encryption scheme.
Keyword (in Japanese) (See Japanese page) 
(in English) computational learning theory / PAC learning / query learning / encryption / signature / / /  
Reference Info. IEICE Tech. Rep., vol. 117, no. 474, COMP2017-49, pp. 21-26, March 2018.
Paper # COMP2017-49 
Date of Issue 2018-02-26 (COMP) 
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 COMP2017-49

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) Analysis of Polynomial-time Learnability with Membership Queries 
Sub Title (in English)  
Keyword(1) computational learning theory  
Keyword(2) PAC learning  
Keyword(3) query learning  
Keyword(4) encryption  
Keyword(5) signature  
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1st Author's Name Mikito Nanashima  
1st Author's Affiliation Tokyo Institute of Technology (Tokyo Inst. of Tech.)
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Speaker Author-1 
Date Time 2018-03-05 14:25:00 
Presentation Time 25 minutes 
Registration for COMP 
Paper # COMP2017-49 
Volume (vol) vol.117 
Number (no) no.474 
Page pp.21-26 
#Pages 6 
Date of Issue 2018-02-26 (COMP) 

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