Paper Abstract and Keywords |
Presentation |
2015-03-16 15:10
A Proposal of Novel Data Detection Method and Its Application to Incremental Learning for RBMs Masahiko Osawa, Masafumi Hagiwara (Keio Univ.) MBE2014-167 NC2014-118 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Incremental learnings without destruction of the existing memory are often difficult for deep learning, since most of the weights change. In this paper, we propose an incremental learning method for Restricted Boltzmann Machines (RBMs). First, we suggest that trained RBMs can detect novel data using their energy function. Second, we propose the incremental learning method for these novel data by adding some new units and combine them with the trained network. The proposed method can memorize novel data and without degradating learned contents. According to the evaluation experiments, it is suggested that RBMs can find novel data using the energy function and learn without destruction of learned contents. Furthermore, in the task of the tick-tack-toe, the agents using the proposed method could get strategies progressively and they were better than agents without these methods even if the latter learned much more data. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Restricted Boltzmann Machine / Deep Learning / Associative Memory / Incremental Learning / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 515, NC2014-118, pp. 283-288, March 2015. |
Paper # |
NC2014-118 |
Date of Issue |
2015-03-09 (MBE, NC) |
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 |
MBE2014-167 NC2014-118 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2015-03-16 - 2015-03-17 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
ME, etc |
Paper Information |
Registration To |
NC |
Conference Code |
2015-03-NC-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Proposal of Novel Data Detection Method and Its Application to Incremental Learning for RBMs |
Sub Title (in English) |
|
Keyword(1) |
Restricted Boltzmann Machine |
Keyword(2) |
Deep Learning |
Keyword(3) |
Associative Memory |
Keyword(4) |
Incremental Learning |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Masahiko Osawa |
1st Author's Affiliation |
Keio University (Keio Univ.) |
2nd Author's Name |
Masafumi Hagiwara |
2nd Author's Affiliation |
Keio University (Keio Univ.) |
3rd Author's Name |
|
3rd Author's Affiliation |
() |
4th Author's Name |
|
4th Author's Affiliation |
() |
5th Author's Name |
|
5th Author's Affiliation |
() |
6th Author's Name |
|
6th Author's Affiliation |
() |
7th Author's Name |
|
7th Author's Affiliation |
() |
8th Author's Name |
|
8th Author's Affiliation |
() |
9th Author's Name |
|
9th Author's Affiliation |
() |
10th Author's Name |
|
10th Author's Affiliation |
() |
11th Author's Name |
|
11th Author's Affiliation |
() |
12th Author's Name |
|
12th Author's Affiliation |
() |
13th Author's Name |
|
13th Author's Affiliation |
() |
14th Author's Name |
|
14th Author's Affiliation |
() |
15th Author's Name |
|
15th Author's Affiliation |
() |
16th Author's Name |
|
16th Author's Affiliation |
() |
17th Author's Name |
|
17th Author's Affiliation |
() |
18th Author's Name |
|
18th Author's Affiliation |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2015-03-16 15:10:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
MBE2014-167, NC2014-118 |
Volume (vol) |
vol.114 |
Number (no) |
no.514(MBE), no.515(NC) |
Page |
pp.283-288 |
#Pages |
6 |
Date of Issue |
2015-03-09 (MBE, NC) |
|