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

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dc.contributor.authorTao, Jie
dc.contributor.authorZhou, Lina
dc.contributor.authorFeeney, Conor
dc.date.accessioned2019-01-02T23:41:48Z
dc.date.available2019-01-02T23:41:48Z
dc.date.issued2019-01-08
dc.description.abstractDespite 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.extent10 pages
dc.identifier.doi10.24251/HICSS.2019.057
dc.identifier.isbn978-0-9981331-2-6
dc.identifier.urihttp://hdl.handle.net/10125/59487
dc.language.isoeng
dc.relation.ispartofProceedings of the 52nd Hawaii International Conference on System Sciences
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjectData Science and Digital Collaborations
dc.subjectCollaboration Systems and Technologies
dc.subjectAspect Based Sentiment Analysis
dc.subjectData Analysis
dc.subjectDeep Learning
dc.subjectOnline Consumer Reviews
dc.subjectText Analytics
dc.titleI Understand What You Are Saying: Leveraging Deep Learning Techniques for Aspect Based Sentiment Analysis
dc.typeConference Paper
dc.type.dcmiText

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