Paper Abstract and Keywords |
Presentation |
2014-11-17 17:00
[Poster Presentation]
Entropy Estimators Based on Simple Linear Regression Hideitsu Hino (Univ. of Tukuba), Kensuke Koshijima (Recruit), Noboru Murata (Waseda Univ.) IBISML2014-39 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Three differential entropy estimators are proposed based on the second order expansion of the probability mass around the inspection point with respect to the distance from the point. In the second order expansion of the probability mass function, the constant term corresponds to the value of the probability density function at the inspection point. Simple linear regression is utilized to estimate the values of density function. The density estimates at every given data points are averaged to obtain entropy estimators. Another entropy estimator, which directly estimates entropy by linear regression, is also proposed. The proposed three estimators are shown to perform well through numerical experiments for various probability distributions. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Entropy Estimation / Density Estimation / Simple Regression / Sampling / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 306, IBISML2014-39, pp. 33-40, Nov. 2014. |
Paper # |
IBISML2014-39 |
Date of Issue |
2014-11-10 (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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IBISML2014-39 |
Conference Information |
Committee |
IBISML |
Conference Date |
2014-11-17 - 2014-11-19 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nagoya Univ. |
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(See Japanese page) |
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Paper Information |
Registration To |
IBISML |
Conference Code |
2014-11-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Entropy Estimators Based on Simple Linear Regression |
Sub Title (in English) |
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Keyword(1) |
Entropy Estimation |
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Density Estimation |
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Simple Regression |
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Sampling |
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1st Author's Name |
Hideitsu Hino |
1st Author's Affiliation |
University of Tsukuba (Univ. of Tukuba) |
2nd Author's Name |
Kensuke Koshijima |
2nd Author's Affiliation |
Recruit Jobs Co., Ltd. (Recruit) |
3rd Author's Name |
Noboru Murata |
3rd Author's Affiliation |
Waseda University (Waseda Univ.) |
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Speaker |
Author-1 |
Date Time |
2014-11-17 17:00:00 |
Presentation Time |
180 minutes |
Registration for |
IBISML |
Paper # |
IBISML2014-39 |
Volume (vol) |
vol.114 |
Number (no) |
no.306 |
Page |
pp.33-40 |
#Pages |
8 |
Date of Issue |
2014-11-10 (IBISML) |
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