TY - GEN
T1 - Visualizing reviews summaries as a tool for restaurants recommendation
AU - Danone, Yaakov
AU - Kuflik, Tsvi
AU - Mokryn, Osnat
N1 - Publisher Copyright: © 2018 Association for Computing Machinery.
PY - 2018/3/5
Y1 - 2018/3/5
N2 - Online customers' opinions about products and services, in the form of reviews, are a major part of today's web culture. However, customers, when looking for a product or service, do not have the time or the desire to read even a small part of the available product reviews (which themselves may be lengthy and not easy to read). Moreover, they often would like to examine reviews of similar products, and get a comprehensive picture of how different aspects of these products compare. In this work, by introducing a generic framework for analyzing and presenting a visual summary based on comparative sentences extracted from customer reviews, we offer the user an easy and intuitive understanding of the differences between a set of products. The contribution of this study is twofold: First, it focuses on reviews of intangible services (using the restaurant domain as a case study), unlike most of the related studies that consider physical products. Second, it combines state-of-theart text analysis techniques with an intuitive visualization into an easy to use prototype to visualize summarized service comparisons to the users. The system's usefulness and intuitiveness were confirmed in multiple user studies.
AB - Online customers' opinions about products and services, in the form of reviews, are a major part of today's web culture. However, customers, when looking for a product or service, do not have the time or the desire to read even a small part of the available product reviews (which themselves may be lengthy and not easy to read). Moreover, they often would like to examine reviews of similar products, and get a comprehensive picture of how different aspects of these products compare. In this work, by introducing a generic framework for analyzing and presenting a visual summary based on comparative sentences extracted from customer reviews, we offer the user an easy and intuitive understanding of the differences between a set of products. The contribution of this study is twofold: First, it focuses on reviews of intangible services (using the restaurant domain as a case study), unlike most of the related studies that consider physical products. Second, it combines state-of-theart text analysis techniques with an intuitive visualization into an easy to use prototype to visualize summarized service comparisons to the users. The system's usefulness and intuitiveness were confirmed in multiple user studies.
KW - Information visualization
KW - Reviews summarization
KW - Visualizing comparisons
UR - http://www.scopus.com/inward/record.url?scp=85045433576&partnerID=8YFLogxK
U2 - 10.1145/3172944.3172947
DO - 10.1145/3172944.3172947
M3 - Conference contribution
T3 - International Conference on Intelligent User Interfaces, Proceedings IUI
SP - 607
EP - 616
BT - IUI 2018 - Proceedings of the 23rd International Conference on Intelligent User Interfaces
T2 - 23rd ACM International Conference on Intelligent User Interfaces, IUI 2018
Y2 - 7 March 2018 through 11 March 2018
ER -