Paper Abstract and Keywords |
Presentation |
2015-11-26 15:00
[Poster Presentation]
Full-span log-linear model with L1 reguralization and its performance Kazuya Takabatake, Shotaro Akaho (AIST) IBISML2015-73 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The full-span log-linear model is a log-linear model that has sufficient number of basis functions so that it is able to represent arbitrary Gibbs distributions.
Applying L_1 regularization for the learning of the full-span log-linear model, we can automatically obtain a model that has a small numbers of parameters; nevertheless, it flexibly represents various distributions for various target systems.
In this paper, theoretical properties of the full-span log-linear model that has hidden variables are shown.
Furthermore, we show performance comparisons between a full-span log-linear model and a Boltzmann machine. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
sparse modeling / L_1-regularization / log-linear model / performance comparison / fast algorithm / / / |
Reference Info. |
IEICE Tech. Rep., vol. 115, no. 323, IBISML2015-73, pp. 153-157, Nov. 2015. |
Paper # |
IBISML2015-73 |
Date of Issue |
2015-11-19 (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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IBISML2015-73 |
Conference Information |
Committee |
IBISML |
Conference Date |
2015-11-25 - 2015-11-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Epochal Tsukuba |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Information-Based Induction Science Workshop (IBIS2015) |
Paper Information |
Registration To |
IBISML |
Conference Code |
2015-11-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Full-span log-linear model with L1 reguralization and its performance |
Sub Title (in English) |
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sparse modeling |
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L_1-regularization |
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log-linear model |
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performance comparison |
Keyword(5) |
fast algorithm |
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1st Author's Name |
Kazuya Takabatake |
1st Author's Affiliation |
Advanced Industrial Science and Technology (AIST) |
2nd Author's Name |
Shotaro Akaho |
2nd Author's Affiliation |
Advanced Industrial Science and Technology (AIST) |
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Speaker |
Author-1 |
Date Time |
2015-11-26 15:00:00 |
Presentation Time |
180 minutes |
Registration for |
IBISML |
Paper # |
IBISML2015-73 |
Volume (vol) |
vol.115 |
Number (no) |
no.323 |
Page |
pp.153-157 |
#Pages |
5 |
Date of Issue |
2015-11-19 (IBISML) |
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