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OpinionManager: Visual Exploration of Online Reviews in P2P Accommodation

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

User-generated online reviews are critical in P2P accommodations. They contain a wealth of information about the opinions and experiences of users, which help better understand consumer decisions and improve products and services. However, the huge volume of reviews makes it difficult for potential customers to gain useful insights and for managers to track customer opinions. To address these problems, we first use topic modeling techniques for customer opinion mining. Then, we build a deep learning network for sentiment analysis. Finally, we perform sentiment analysis of the reviews at the aspect level to obtain the sentiment vector representation of the accommodation. Moreover, we design a visual analytic system with a user-friendly interface to facilitate interactive analysis. Evaluation including user and case studies demonstrates the usefulness and effectiveness of this system.

源语言英语
主期刊名14th International Symposium on Visual Information Communication and Interaction, VINCI 2021
出版商Association for Computing Machinery
ISBN(电子版)9781450386470
DOI
出版状态已出版 - 6 9月 2021
活动14th International Symposium on Visual Information Communication and Interaction, VINCI 2021 - Potsdam, 德国
期限: 6 9月 20218 9月 2021

出版系列

姓名ACM International Conference Proceeding Series

会议

会议14th International Symposium on Visual Information Communication and Interaction, VINCI 2021
国家/地区德国
Potsdam
时期6/09/218/09/21

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