Paper Abstract and Keywords |
Presentation |
2020-03-11 09:20
Subspace Representation for Graphs Junki Ishikawa, Hiroaki Shiokawa, Kazuhiro Fukui (Tsukuba Univ.) IBISML2019-40 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this research, we discuss a representation learning for graph analysis, where a graph is represented by a low dimensional subspace in a high vector space. This subspace representation allows us to calculate easily the structural similarity between graphs with showing the importance degree of each graph node in the similar- ity calculation. We demonstrate the effectiveness of our method on three benchmark databases related to graph classification, outperforming several conventional representation learning methods. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
graph / graph embedding / representation learning on graphs / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 476, IBISML2019-40, pp. 51-57, March 2020. |
Paper # |
IBISML2019-40 |
Date of Issue |
2020-03-03 (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 |
IBISML2019-40 |
Conference Information |
Committee |
IBISML |
Conference Date |
2020-03-10 - 2020-03-11 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kyoto University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Machine learning, etc. |
Paper Information |
Registration To |
IBISML |
Conference Code |
2020-03-IBISML |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Subspace Representation for Graphs |
Sub Title (in English) |
|
Keyword(1) |
graph |
Keyword(2) |
graph embedding |
Keyword(3) |
representation learning on graphs |
Keyword(4) |
|
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Junki Ishikawa |
1st Author's Affiliation |
University of Tsukuba (Tsukuba Univ.) |
2nd Author's Name |
Hiroaki Shiokawa |
2nd Author's Affiliation |
University of Tsukuba (Tsukuba Univ.) |
3rd Author's Name |
Kazuhiro Fukui |
3rd Author's Affiliation |
University of Tsukuba (Tsukuba Univ.) |
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 |
2020-03-11 09:20:00 |
Presentation Time |
25 minutes |
Registration for |
IBISML |
Paper # |
IBISML2019-40 |
Volume (vol) |
vol.119 |
Number (no) |
no.476 |
Page |
pp.51-57 |
#Pages |
7 |
Date of Issue |
2020-03-03 (IBISML) |
|