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| Presentation | 2018-11-05 15:10 [Poster Presentation] An Efficient Branch-and-Bound Algorithm for Submodular Function Maximization Naoya Uematsu, Shunji Umetani, Yoshinobu Kawahara (Osaka Univ./RIKEN)  IBISML2018-68 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The submodular function maximization is an attractive optimization model that appears in many real applications. Although a variety of greedy algorithms quickly find good feasible solutions for many instances while guaranteeing $(1-1/e)$-approximation ratio. In this paper, we propose an efficient branch-and-bound algorithm for the submodular maximization problem based on solving binary integer programming problems. We also show that our algorithms achieved better performance than the state-of-the-art exact algorithms for well-known benchmark instances. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | submodular function maximization / branch-and-bound algorithm / column generation method / integer programming problem / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 284, IBISML2018-68, pp. 183-190, Nov. 2018. | |
| Paper # | IBISML2018-68 | |
| Date of Issue | 2018-10-29 (IBISML) | |
| 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) | |
| Download PDF | IBISML2018-68 |
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| Conference Information | |
| Committee | IBISML |
| Conference Date | 2018-11-05 - 2018-11-07 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Citizens Activites Center (Kaderu 2.7) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information-Based Induction Science Workshop (IBIS2018) |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2018-11-IBISML |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Efficient Branch-and-Bound Algorithm for Submodular Function Maximization |
| Sub Title (in English) | |
| Keyword(1) | submodular function maximization |
| Keyword(2) | branch-and-bound algorithm |
| Keyword(3) | column generation method |
| Keyword(4) | integer programming problem |
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| 1st Author's Name | Naoya Uematsu |
| 1st Author's Affiliation | Osaka University/RIKEN (Osaka Univ./RIKEN) |
| 2nd Author's Name | Shunji Umetani |
| 2nd Author's Affiliation | Osaka University/RIKEN (Osaka Univ./RIKEN) |
| 3rd Author's Name | Yoshinobu Kawahara |
| 3rd Author's Affiliation | Osaka University/RIKEN (Osaka Univ./RIKEN) |
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| Speaker | Author-1 |
| Date Time | 2018-11-05 15:10:00 |
| Presentation Time | 180 minutes |
| Registration for | IBISML |
| Paper # | IBISML2018-68 |
| Volume (vol) | vol.118 |
| Number (no) | no.284 |
| Page | pp.183-190 |
| #Pages | 8 |
| Date of Issue | 2018-10-29 (IBISML) |
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