Paper Abstract and Keywords |
Presentation |
2019-03-14 16:10
A study on the probabilistic information processing using a machine learning result Shun Kataoka (OUC) MSS2018-89 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We consider a framework of the probabilistic information processing utilizing the machine learning result. In probabilistic information processing, probabilistic models are usually designed by using some parameters and values of these parameters are determined so as to express the observed signal. In this study, we propose a new parameter estimation method based on EM algorithm and machine learning result. Because the purpose of the machine learning is to find parameters that express the properties of the signals of the world, we expect that the parameters expressing the observed signal can be effectively obtained by utilizing the machine learning result. We numerically verified our method by using the artificial data |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
probabilistic information processing / maximum likelihood estimation / EM algorithm / statical machine learning / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 499, MSS2018-89, pp. 45-50, March 2019. |
Paper # |
MSS2018-89 |
Date of Issue |
2019-03-07 (MSS) |
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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MSS2018-89 |
Conference Information |
Committee |
NLP MSS |
Conference Date |
2019-03-14 - 2019-03-15 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Bunkyo Camp., Univ. of Fukui |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
SICE-DES, IEICE-MSS, IEICE-NLP, Work In Progress, and etc. |
Paper Information |
Registration To |
MSS |
Conference Code |
2019-03-NLP-MSS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A study on the probabilistic information processing using a machine learning result |
Sub Title (in English) |
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probabilistic information processing |
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maximum likelihood estimation |
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EM algorithm |
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statical machine learning |
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1st Author's Name |
Shun Kataoka |
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Otaru University of Commerce (OUC) |
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Speaker |
Author-1 |
Date Time |
2019-03-14 16:10:00 |
Presentation Time |
25 minutes |
Registration for |
MSS |
Paper # |
MSS2018-89 |
Volume (vol) |
vol.118 |
Number (no) |
no.499 |
Page |
pp.45-50 |
#Pages |
6 |
Date of Issue |
2019-03-07 (MSS) |
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