| Paper Abstract and Keywords |
| Presentation |
2023-01-19 10:00
A Learning-Based Accurate Graph Reconstruction Model with Deep Learning Takahiro Yokoyama, Yoshiki Sato (Nagaoka Univ. of Tech.), Sho Tsugawa (Univ. Tsukuba), Kohei Watabe (Nagaoka Univ. of Tech.) IN2022-52 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, there has been an increasing interest in developing models for learning and generating graphs using deep learning techniques. We developed graph generation model focusing on new aspects of graphs and compared it with baselines. The results showed that our proposed model outperforms the baseline on several indices. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Network / Graph / Conditional VAE / LSTM / Conditional generation / Machine learning / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 342, IN2022-52, pp. 1-6, Jan. 2023. |
| Paper # |
IN2022-52 |
| Date of Issue |
2023-01-12 (IN) |
| 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 |
IN2022-52 |
| Conference Information |
| Committee |
IN |
| Conference Date |
2023-01-19 - 2023-01-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Aichi Industry & Labor Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Contents Distribution, Social Networking Services, Data Analytics and Processing Platform, Big data, etc. |
| Paper Information |
| Registration To |
IN |
| Conference Code |
2023-01-IN |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Learning-Based Accurate Graph Reconstruction Model with Deep Learning |
| Sub Title (in English) |
|
| Keyword(1) |
Network |
| Keyword(2) |
Graph |
| Keyword(3) |
Conditional VAE |
| Keyword(4) |
LSTM |
| Keyword(5) |
Conditional generation |
| Keyword(6) |
Machine learning |
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Takahiro Yokoyama |
| 1st Author's Affiliation |
Nagaoka University of Technology (Nagaoka Univ. of Tech.) |
| 2nd Author's Name |
Yoshiki Sato |
| 2nd Author's Affiliation |
Nagaoka University of Technology (Nagaoka Univ. of Tech.) |
| 3rd Author's Name |
Sho Tsugawa |
| 3rd Author's Affiliation |
University of Tsukuba (Univ. Tsukuba) |
| 4th Author's Name |
Kohei Watabe |
| 4th Author's Affiliation |
Nagaoka University of Technology (Nagaoka Univ. of Tech.) |
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| Speaker |
Author-1 |
| Date Time |
2023-01-19 10:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
IN |
| Paper # |
IN2022-52 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.342 |
| Page |
pp.1-6 |
| #Pages |
6 |
| Date of Issue |
2023-01-12 (IN) |