| Paper Abstract and Keywords |
| Presentation |
2013-03-18 10:20
Reservoir sampling in stream using O(log log n) space Naoto Sonoda, Yukiko Yamauchi, Shuji Kijima, Masafumi Yamashita (Kyushu Univ.) COMP2012-53 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents a simple algorithm for uniform sampling of elements in a stream; that is for reservoir sampling uses memory of O(loglogn)bits for an input stream with length n, without knowing an approximate value of n in advance. The idea of our algorithm is based on the Bernoulli sampling algorithm by Ogata et al (2011). Ogata ’s algorithm samples uniformly using memory of O(loglogn)bits, but the number of samples is not fixed. On the other hand, our algorithm outputs exactly c elements for samples of the stream. Using this algorithm, we present a randomized approximation algorithm for the difference of the frequency of elements between streams. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
reservoir sampling / space complexity / streaming algorithm / difference of frequency / randomize approximation algorithm / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 112, no. 498, COMP2012-53, pp. 5-12, March 2013. |
| Paper # |
COMP2012-53 |
| Date of Issue |
2013-03-11 (COMP) |
| 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 |
COMP2012-53 |
| Conference Information |
| Committee |
COMP |
| Conference Date |
2013-03-18 - 2013-03-18 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Gifu University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
COMP |
| Conference Code |
2013-03-COMP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Reservoir sampling in stream using O(log log n) space |
| Sub Title (in English) |
|
| Keyword(1) |
reservoir sampling |
| Keyword(2) |
space complexity |
| Keyword(3) |
streaming algorithm |
| Keyword(4) |
difference of frequency |
| Keyword(5) |
randomize approximation algorithm |
| Keyword(6) |
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| Keyword(7) |
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| 1st Author's Name |
Naoto Sonoda |
| 1st Author's Affiliation |
Kyushu University (Kyushu Univ.) |
| 2nd Author's Name |
Yukiko Yamauchi |
| 2nd Author's Affiliation |
Kyushu University (Kyushu Univ.) |
| 3rd Author's Name |
Shuji Kijima |
| 3rd Author's Affiliation |
Kyushu University (Kyushu Univ.) |
| 4th Author's Name |
Masafumi Yamashita |
| 4th Author's Affiliation |
Kyushu University (Kyushu Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2013-03-18 10:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
COMP |
| Paper # |
COMP2012-53 |
| Volume (vol) |
vol.112 |
| Number (no) |
no.498 |
| Page |
pp.5-12 |
| #Pages |
8 |
| Date of Issue |
2013-03-11 (COMP) |