An Atypical Approach for Uncovering the Essence of Emotions in Consumer Reviews

Sudhir N. Dhage, A. Shama
{"title":"An Atypical Approach for Uncovering the Essence of Emotions in Consumer Reviews","authors":"Sudhir N. Dhage, A. Shama","doi":"10.1109/ICCOINS.2018.8510587","DOIUrl":null,"url":null,"abstract":"Reviews stationed on disparate portals of E-commerce and civil networks voice emotions of the consumer experiencing it. This convenient material available works as an absolute sufficient advice demanded by the audience willing to purchase the product or service. Underlying methods discover whether the speaker is satisfied or dissatisfied about a product but fails to imprison the reflection of human emotions. The momentous act of emotions in web reviews and its impact which is often undervalued is explored in this research article. The notion is to detect emotions from customer written text by utilizing the Emotion Revelation Framework (ERF). Analysis of ERF on Customer Review Dataset(CRD) caters to associations on what factors to focus upon for prosperity. An accuracy in terms of F1- score is obtained around 66% making use of CRD dataset.","PeriodicalId":168165,"journal":{"name":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 4th International Conference on Computer and Information Sciences (ICCOINS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCOINS.2018.8510587","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Reviews stationed on disparate portals of E-commerce and civil networks voice emotions of the consumer experiencing it. This convenient material available works as an absolute sufficient advice demanded by the audience willing to purchase the product or service. Underlying methods discover whether the speaker is satisfied or dissatisfied about a product but fails to imprison the reflection of human emotions. The momentous act of emotions in web reviews and its impact which is often undervalued is explored in this research article. The notion is to detect emotions from customer written text by utilizing the Emotion Revelation Framework (ERF). Analysis of ERF on Customer Review Dataset(CRD) caters to associations on what factors to focus upon for prosperity. An accuracy in terms of F1- score is obtained around 66% making use of CRD dataset.
揭示消费者评论中情感本质的非典型方法
在不同的电子商务门户网站和民间网络上发表的评论表达了消费者的感受。对于愿意购买产品或服务的受众来说,这种方便的材料是绝对足够的建议。潜在的方法发现说话人对产品是满意还是不满意,但不能禁锢人类情感的反映。在这篇研究文章中,我们探讨了网络评论中情感的重要作用及其经常被低估的影响。这个概念是利用情感揭示框架(ERF)从客户书面文本中检测情感。对客户评论数据集(CRD)上的ERF进行分析,迎合了有关关注哪些因素以实现繁荣的协会。利用CRD数据集获得F1-分数的准确率约为66%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信