| Item type |
文献 / Documents(1) |
| 公開日 |
2021-02-12 |
| アクセス権 |
|
|
アクセス権 |
open access |
| 資源タイプ |
|
|
資源タイプ識別子 |
http://purl.org/coar/resource_type/c_6501 |
|
資源タイプ |
journal article |
| 出版社版DOI |
|
|
|
識別子タイプ |
DOI |
|
|
関連識別子 |
https://doi.org/10.2991/ijndc.2017.5.1.1 |
|
|
言語 |
ja |
|
|
関連名称 |
10.2991/ijndc.2017.5.1.1 |
| 出版タイプ |
|
|
出版タイプ |
VoR |
|
出版タイプResource |
http://purl.org/coar/version/c_970fb48d4fbd8a85 |
| タイトル |
|
|
タイトル |
Fine-Grained Emotion Analysis Based on Mixed Model for Product Review |
|
言語 |
en |
| 著者 |
Sun, Xiao
Sun, Chongyuan
Quan, Changqin
任, 福継
Tian, Fang
Wang, Kunxia
|
| 抄録 |
|
|
内容記述タイプ |
Abstract |
|
内容記述 |
Nowadays, with the rapid development of B2C e-commerce and the popularity of online shopping, the Web storages huge number of product reviews comment by customers. A large number of reviews made it difficult for manufacturers or potential customers to track the comments and suggestions that customers made. This paper presents a method for extracting emotional elements containing emotional objects and emotional words and their tendencies from product reviews based on mixed model. First we constructed conditional random fields to extract emotional elements, lead-in semantic and word meaning as features to improve the robustness of feature template and used rules for hierarchical filtering errors. Then we constructed support vector machine to classify the emotional tendency of the fine-grained elements to achieve key information from product reviews. Deep semantic information imported based on neural network to improve the traditional bag of word model. Experimental results show that the proposed model with deep features efficiently improved the F-Measure. |
|
言語 |
en |
| キーワード |
|
|
言語 |
en |
|
主題Scheme |
Other |
|
主題 |
emotional element detection |
| キーワード |
|
|
言語 |
en |
|
主題Scheme |
Other |
|
主題 |
emotional tendency judgment |
| キーワード |
|
|
言語 |
en |
|
主題Scheme |
Other |
|
主題 |
deep features |
| キーワード |
|
|
言語 |
en |
|
主題Scheme |
Other |
|
主題 |
semantic clustering |
| 書誌情報 |
en : International Journal of Networked and Distributed Computing
巻 5,
号 1,
p. 1-11,
発行日 2017-01-02
|
| 収録物ID |
|
|
収録物識別子タイプ |
ISSN |
|
収録物識別子 |
22117946 |
| 収録物ID |
|
|
収録物識別子タイプ |
ISSN |
|
収録物識別子 |
22117938 |
| 出版者 |
|
|
出版者 |
Atlantis Press |
|
言語 |
en |
| 権利情報 |
|
|
言語 |
en |
|
権利情報 |
This is an open access article under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/). |
| EID |
|
|
識別子 |
322508 |
|
識別子タイプ |
URI |
| 言語 |
|
|
言語 |
eng |
ijndc_5_1_1.pdf (778 KB)
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