| Paper Abstract and Keywords |
| Presentation |
2023-03-17 13:50
An analysis on backbone structure of word co-occurrence networks Shoudai Tazawa, Yutaka Shimada (Saitama Univ.) MSS2022-102 NLP2022-147 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Complex networks observed in the real world contain strongly connected vertex pairs. A set of such vertex pairs and their connections in a network is sometimes called backbone of the network. The disparity filter has been proposed as one of the methods to extract these strongly connected vertex pairs from observed networks. The disparity filter estimates backbone structure by testing whether normalized weights of edges attached to a vertex follow a beta distribution. Using the disparity filter, we have investigated backbone structure of word co-occurrence networks generated from English novels, where vertices represent words, edges represent co-occurrence relationships, and weights of edges correspond to co-occurrence frequencies. The results show that the backbones of word co-occurrence networks might contain information about the author who wrote the novels from which the word co-occurrence networks were generated. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
complex networks / word co-occurrence networks / disparity filter / backbone structure / network motif / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 436, NLP2022-147, pp. 186-191, March 2023. |
| Paper # |
NLP2022-147 |
| Date of Issue |
2023-03-08 (MSS, NLP) |
| 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 |
MSS2022-102 NLP2022-147 |
| Conference Information |
| Committee |
NLP MSS |
| Conference Date |
2023-03-15 - 2023-03-17 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
NLP |
| Conference Code |
2023-03-NLP-MSS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An analysis on backbone structure of word co-occurrence networks |
| Sub Title (in English) |
|
| Keyword(1) |
complex networks |
| Keyword(2) |
word co-occurrence networks |
| Keyword(3) |
disparity filter |
| Keyword(4) |
backbone structure |
| Keyword(5) |
network motif |
| Keyword(6) |
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| Keyword(7) |
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| 1st Author's Name |
Shoudai Tazawa |
| 1st Author's Affiliation |
Saitama University (Saitama Univ.) |
| 2nd Author's Name |
Yutaka Shimada |
| 2nd Author's Affiliation |
Saitama University (Saitama Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-17 13:50:00 |
| Presentation Time |
20 minutes |
| Registration for |
NLP |
| Paper # |
MSS2022-102, NLP2022-147 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.435(MSS), no.436(NLP) |
| Page |
pp.186-191 |
| #Pages |
6 |
| Date of Issue |
2023-03-08 (MSS, NLP) |