Paper Abstract and Keywords |
Presentation |
2023-03-14 13:25
A Greedy Algorithm for the Minimum-Entropy Coupling Problem Taisei Shibata, Ken-ichi Iwata, Kengo Hashimoto (Univ. Fukui) IT2022-101 ISEC2022-80 WBS2022-98 RCC2022-98 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The Minimum-Entropy coupling problem is the problem of finding a joint distribution that achieves the minimum entropy for a given set of marginal distributions. The problem is NP-hard, and several algorithms have been proposed to find approximate solutions. We extend our algorithm for the minimum entropy coupling problem with two marginal distributions presented and propose a greedy algorithm for a given set of three or more marginal distributions. Computer experiments show that the proposed algorithm generates a joint distribution with smaller entropy on average than one obtained by the known algorithms for a given set of marginal distributions. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
minimum-entropy coupling problem / joint entropy / approximation algorithms / greedy algorithms / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 427, IT2022-101, pp. 212-217, March 2023. |
Paper # |
IT2022-101 |
Date of Issue |
2023-03-07 (IT, ISEC, WBS, RCC) |
ISSN |
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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IT2022-101 ISEC2022-80 WBS2022-98 RCC2022-98 |
Conference Information |
Committee |
RCC ISEC IT WBS |
Conference Date |
2023-03-14 - 2023-03-15 |
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(See Japanese page) |
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Paper Information |
Registration To |
IT |
Conference Code |
2023-03-RCC-ISEC-IT-WBS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Greedy Algorithm for the Minimum-Entropy Coupling Problem |
Sub Title (in English) |
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Keyword(1) |
minimum-entropy coupling problem |
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joint entropy |
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approximation algorithms |
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greedy algorithms |
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1st Author's Name |
Taisei Shibata |
1st Author's Affiliation |
University of Fukui (Univ. Fukui) |
2nd Author's Name |
Ken-ichi Iwata |
2nd Author's Affiliation |
University of Fukui (Univ. Fukui) |
3rd Author's Name |
Kengo Hashimoto |
3rd Author's Affiliation |
University of Fukui (Univ. Fukui) |
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Speaker |
Author-2 |
Date Time |
2023-03-14 13:25:00 |
Presentation Time |
25 minutes |
Registration for |
IT |
Paper # |
IT2022-101, ISEC2022-80, WBS2022-98, RCC2022-98 |
Volume (vol) |
vol.122 |
Number (no) |
no.427(IT), no.428(ISEC), no.429(WBS), no.430(RCC) |
Page |
pp.212-217 |
#Pages |
6 |
Date of Issue |
2023-03-07 (IT, ISEC, WBS, RCC) |
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