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| Presentation | 2010-01-21 13:10 Derivation of Theoretical Formulae of Accuracy and Memory Amount on Accessing Neighboring Buckets in Hash-Based Approximate Nearest Neighbor Search Tomoyuki Muto, Masashi Tada, Masakazu Iwamura, Koichi Kise (Osaka Prefecture Univ.)  CQ2009-71 PRMU2009-170 SP2009-111 MVE2009-93 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Approximate nearest neighbor search is a technique which greatly reduces processing time and required amount of memory for nearest neighbor search. Generally, there are the relationships of trede-off among accuracy, processing time and memory amount. Thus, analysis on the relationships is an important task for actual use of approximate nearest neighbor search method. In this paper, we construct a model of approximate nearest neighbor search methods with accessing neighboring buckets ~\cite{nog,PCH,M-P_LSH,mvh}, and derive theoretical formulae in accuracy and memory amount. We compare simulated values with experimented values. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Approximate Nearest Neighbor Search / Locality Sensitive Hashing / Neighboring Buckets Accessing Hashing / Derive Theoretical Formulae / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 109, no. 374, PRMU2009-170, pp. 109-114, Jan. 2010. | |
| Paper # | PRMU2009-170 | |
| Date of Issue | 2010-01-14 (CQ, PRMU, SP, MVE) | |
| 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 | CQ2009-71 PRMU2009-170 SP2009-111 MVE2009-93 |
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| Conference Information | |
| Committee | PRMU SP MVE CQ |
| Conference Date | 2010-01-21 - 2010-01-22 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyoto Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | PRMU |
| Conference Code | 2010-01-PRMU-SP-MVE-CQ |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Derivation of Theoretical Formulae of Accuracy and Memory Amount on Accessing Neighboring Buckets in Hash-Based Approximate Nearest Neighbor Search |
| Sub Title (in English) | |
| Keyword(1) | Approximate Nearest Neighbor Search |
| Keyword(2) | Locality Sensitive Hashing |
| Keyword(3) | Neighboring Buckets Accessing Hashing |
| Keyword(4) | Derive Theoretical Formulae |
| Keyword(5) | |
| Keyword(6) | |
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| Keyword(8) | |
| 1st Author's Name | Tomoyuki Muto |
| 1st Author's Affiliation | Osaka Prefecture University (Osaka Prefecture Univ.) |
| 2nd Author's Name | Masashi Tada |
| 2nd Author's Affiliation | Osaka Prefecture University (Osaka Prefecture Univ.) |
| 3rd Author's Name | Masakazu Iwamura |
| 3rd Author's Affiliation | Osaka Prefecture University (Osaka Prefecture Univ.) |
| 4th Author's Name | Koichi Kise |
| 4th Author's Affiliation | Osaka Prefecture University (Osaka Prefecture Univ.) |
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| Speaker | Author-1 |
| Date Time | 2010-01-21 13:10:00 |
| Presentation Time | 30 minutes |
| Registration for | PRMU |
| Paper # | CQ2009-71, PRMU2009-170, SP2009-111, MVE2009-93 |
| Volume (vol) | vol.109 |
| Number (no) | no.373(CQ), no.374(PRMU), no.375(SP), no.376(MVE) |
| Page | pp.109-114 |
| #Pages | 6 |
| Date of Issue | 2010-01-14 (CQ, PRMU, SP, MVE) |
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