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) |
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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) |
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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 |
8 |
Date of Issue |
2015-06-16 (IBISML) |