I Understand What You Are Saying: Leveraging Deep Learning Techniques for Aspect Based Sentiment Analysis

dc.contributor.author Tao, Jie
dc.contributor.author Zhou, Lina
dc.contributor.author Feeney, Conor
dc.date.accessioned 2019-01-02T23:41:48Z
dc.date.available 2019-01-02T23:41:48Z
dc.date.issued 2019-01-08
dc.description.abstract Despite widespread use of online reviews in consumer purchase decision making, the potential value of online reviews in facilitating digital collaboration among product/service providers, consumers, and online retailers remains under explored. One of the significant barriers to realizing the above potential lies in the difficulty of understanding online reviews due to their sheer volume and free-text form. To promote digital collaborations, we investigate aspect based sentiment dynamics of online reviews by proposing a semi-supervised, deep learning facilitated analytical pipeline. This method leverages deep learning techniques for text representation and classification. Additionally, building on previous studies that address aspect extraction and sentiment identification in isolation, we address both aspects and sentiments analyses simultaneously. Further, this study presents a novel perspective to understanding the dynamics of aspect based sentiments by analyzing aspect based sentiment in time series. The findings of this study have significant implications with regards to digital collaborations among consumers, product/service providers and other stakeholders of online reviews.
dc.format.extent 10 pages
dc.identifier.doi 10.24251/HICSS.2019.057
dc.identifier.isbn 978-0-9981331-2-6
dc.identifier.uri http://hdl.handle.net/10125/59487
dc.language.iso eng
dc.relation.ispartof Proceedings of the 52nd Hawaii International Conference on System Sciences
dc.rights Attribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.uri https://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subject Data Science and Digital Collaborations
dc.subject Collaboration Systems and Technologies
dc.subject Aspect Based Sentiment Analysis
dc.subject Data Analysis
dc.subject Deep Learning
dc.subject Online Consumer Reviews
dc.subject Text Analytics
dc.title I Understand What You Are Saying: Leveraging Deep Learning Techniques for Aspect Based Sentiment Analysis
dc.type Conference Paper
dc.type.dcmi Text
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