Paper Abstract and Keywords |
Presentation |
2018-11-05 15:10
[Poster Presentation]
Transfer Learning Among Time Series Data Hao Niu, Kei Yonekawa, Mori Kurokawa, Arei Kobayashi (KDDI Research) IBISML2018-101 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Time series data are widely used in various fields, and the machine learning on the time series data attracts much research attention recently. However, most existing studies focus on the single time series dataset. The transfer learning among time series datasets, which can effectively perform the machine learning on the dataset with limited labeled data by reusing the knowledge gained from other datasets, is less studied. This article proposes a scheme realizing the transfer learning among time series data. Specifically, the target time series datasets are integrated first by utilizing some common information, and then the dataset-invariant embedding on the integrated result is performed. The transfer learning is finally realized based on the embedded vectors in the latent space. The effectiveness of the proposed scheme is evaluated on the real EC data. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Transfer Learning / Time Series Data / Embedding / Word2Vec / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 284, IBISML2018-101, pp. 425-428, Nov. 2018. |
Paper # |
IBISML2018-101 |
Date of Issue |
2018-10-29 (IBISML) |
ISSN |
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 |
IBISML2018-101 |
Conference Information |
Committee |
IBISML |
Conference Date |
2018-11-05 - 2018-11-07 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hokkaido Citizens Activites Center (Kaderu 2.7) |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Information-Based Induction Science Workshop (IBIS2018) |
Paper Information |
Registration To |
IBISML |
Conference Code |
2018-11-IBISML |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Transfer Learning Among Time Series Data |
Sub Title (in English) |
|
Keyword(1) |
Transfer Learning |
Keyword(2) |
Time Series Data |
Keyword(3) |
Embedding |
Keyword(4) |
Word2Vec |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Hao Niu |
1st Author's Affiliation |
KDDI Research, Inc. (KDDI Research) |
2nd Author's Name |
Kei Yonekawa |
2nd Author's Affiliation |
KDDI Research, Inc. (KDDI Research) |
3rd Author's Name |
Mori Kurokawa |
3rd Author's Affiliation |
KDDI Research, Inc. (KDDI Research) |
4th Author's Name |
Arei Kobayashi |
4th Author's Affiliation |
KDDI Research, Inc. (KDDI Research) |
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 |
2018-11-05 15:10:00 |
Presentation Time |
180 minutes |
Registration for |
IBISML |
Paper # |
IBISML2018-101 |
Volume (vol) |
vol.118 |
Number (no) |
no.284 |
Page |
pp.425-428 |
#Pages |
4 |
Date of Issue |
2018-10-29 (IBISML) |
|