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Paper Abstract and Keywords
Presentation 2015-06-23 13:25
Differentially Private Multiple Hypothesis Testing
Kazuya Kakizaki, Jun Sakuma (Tsukuba Univ.) IBISML2015-8
Abstract (in Japanese) (See Japanese page) 
(in English) Statistical hypothesis testing using test statistics ($p$-value) are commonly used for identification of new scientific findings.if a large number of test statistics are released as results of multiple hypothesis testing,it might allow to infer information associated with a specified individual from the test statistics.
Differential privacy allows us to quantify information leakage caused by disclosure of statistics.This paper introduces a differential private multiple hypothesis testing framework based on the Limitless Arity Multiple Testing (LAMP) algorithm.This algorithm publishes test statistics of multiple hypothesis testing with high precision under guarantee of differential privacy.
Keyword (in Japanese) (See Japanese page) 
(in English) Differential Privacy / Multiple Hypothesis Testing / Limitless Arity Multiple Testing / / / / /  
Reference Info. IEICE Tech. Rep., vol. 115, no. 112, IBISML2015-8, pp. 47-54, June 2015.
Paper # IBISML2015-8 
Date of Issue 2015-06-16 (IBISML) 
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 IBISML2015-8

Conference Information
Committee NC IPSJ-BIO IBISML IPSJ-MPS  
Conference Date 2015-06-23 - 2015-06-25 
Place (in Japanese) (See Japanese page) 
Place (in English) Okinawa Institute of Science and Technology 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Machine Learning Approach to Biodata Mining, and General 
Paper Information
Registration To IBISML 
Conference Code 2015-06-NC-BIO-IBISML-MPS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Differentially Private Multiple Hypothesis Testing 
Sub Title (in English)  
Keyword(1) Differential Privacy  
Keyword(2) Multiple Hypothesis Testing  
Keyword(3) Limitless Arity Multiple Testing  
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1st Author's Name Kazuya Kakizaki  
1st Author's Affiliation Tsukuba University (Tsukuba Univ.)
2nd Author's Name Jun Sakuma  
2nd Author's Affiliation Tsukuba University (Tsukuba Univ.)
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Speaker Author-1 
Date Time 2015-06-23 13:25:00 
Presentation Time 25 minutes 
Registration for IBISML 
Paper # IBISML2015-8 
Volume (vol) vol.115 
Number (no) no.112 
Page pp.47-54 
#Pages
Date of Issue 2015-06-16 (IBISML) 


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