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Importance  and  applications of                     battery life, processor, etc. For instance,
          Aspect  Based  Sentiment  Analysis                   if we consider the review “Easy to start

          E-commerce is a good platform where                  up and does not overheat as much

          people can express their views/opinions              as other laptops.” Here ‘start up’ and
          about services and products they access.             ‘overheat’ are the two aspect terms and

          In this context, aspect-based sentiment              the sentiments of both aspect terms are
          analysis specifies aspect terms (e.g.                ‘positive’. In case of telecom domain,

          price, service, network, etc.) and their             ‘app’ and ‘bill amount’ are two aspect
          sentiment (positive/negative/neutral)                terms of the review “Hopeless app.. The
                                                               current bill amount is never updated.”
          which can help customers to decide what              Here the sentiments of both aspect

          to consume and what to avoid. From the               terms are negative.
          business point of view, it gives a better

          understanding of products or services                The following visualizations depict an
          and business management can improve                  application of this ASBA model on a

          the quality of products or services                  set of comments provided by random
          based on deeper insights obtained from               users who attended the Mobile World

          reviewers’ comments.                                 Congress (MWC) event at Barcelona
                                                               in 2018. Each bubble represents an
          The goal here is to identify aspect terms            aspect and its size represents how many
          from given reviews and classify them                 comments are present for this aspect.

          into sentiment categories (positive/                 MWC is green as people have talked
          negative/neutral). For example, in case              about ‘MWC’ mostly in a positive way.
          of e-commerce domain, the product                    Traffic bubble is red as people have

          laptop could have various aspects                    already talked about ‘traffic’ mostly in a
          associated with it, such as price, design,           negative way.




































                                                          Fig - 3-5-1                              Source: Flytxt


          INSIGHTZ - VOLUME 03, 2018                                                                         67
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