| Paper Abstract and Keywords |
| Presentation |
2018-07-07 10:45
Masayuki Irie, Hajime Sasaki, Ichiro Sakata (UTokyo) NLC2018-8 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
When evaluating restaurants, people consider various aspects.
For example, they include taste, quality of service, atmosphere, price.
Only showing a unified score makes it difficult to recognize which aspects of restaurants are assessed.
The purpose of this research is to identify resembling and competing restaurants by comparing latent topics discovered from reviews by useing Latent Dirichlet Allocation (LDA) algorithm, and recommend similar ones to restaurant management - the users of the system.
In this study the review data in Yelp Dataset, which is an open dataset that Yelp.com provides, is analyzed to find latent subtopics.
The restaurants which have the same topics are regarded as competitors. In addition, focusing on other features, such as review score, encourages the discovery of more similarities and differences.
This paper will be useful to assist restaurants in improving their service. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Yelp / review / aspect / competitor / reccomendation / LDA / service improvement / |
| Reference Info. |
IEICE Tech. Rep., vol. 118, no. 122, NLC2018-8, pp. 75-80, July 2018. |
| Paper # |
NLC2018-8 |
| Date of Issue |
2018-06-29 (NLC) |
| 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 |
NLC2018-8 |
| Conference Information |
| Committee |
NLC IPSJ-ICS |
| Conference Date |
2018-07-06 - 2018-07-07 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Application of natural language processing and intelligent systems, and general topic of NLP |
| Paper Information |
| Registration To |
NLC |
| Conference Code |
2018-07-NLC-ICS |
| Language |
Japanese without English title) |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
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| Sub Title (in English) |
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| Keyword(1) |
Yelp |
| Keyword(2) |
review |
| Keyword(3) |
aspect |
| Keyword(4) |
competitor |
| Keyword(5) |
reccomendation |
| Keyword(6) |
LDA |
| Keyword(7) |
service improvement |
| Keyword(8) |
|
| 1st Author's Name |
Masayuki Irie |
| 1st Author's Affiliation |
The University of Tokyo (UTokyo) |
| 2nd Author's Name |
Hajime Sasaki |
| 2nd Author's Affiliation |
The University of Tokyo (UTokyo) |
| 3rd Author's Name |
Ichiro Sakata |
| 3rd Author's Affiliation |
The University of Tokyo (UTokyo) |
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| Speaker |
Author-1 |
| Date Time |
2018-07-07 10:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLC |
| Paper # |
NLC2018-8 |
| Volume (vol) |
vol.118 |
| Number (no) |
no.122 |
| Page |
pp.75-80 |
| #Pages |
6 |
| Date of Issue |
2018-06-29 (NLC) |