TY - GEN
T1 - Visual sentiment summarization of movie reviews
AU - Na, Jin Cheon
AU - Thet, Tun Thura
AU - Khoo, Christopher S.G.
AU - Kyaing, Wai Yan Min
PY - 2011
Y1 - 2011
N2 - A prototype digital library of social media content was developed to present a summarized view of public opinion in a visual interface. The domain of the study was movie reviews of multiple genres harvested from weblogs, discussion boards, user and critic review Web sites, and Twitter. The system performs fine-grained analysis to determine both the sentiment orientation and sentiment strength of the reviewer towards various aspects of a movie, such as overall opinion, director, cast, story, scene, and music. Various visual interface components were developed to present an overview of public opinion on multiple aspects of each movie, and a usability evaluation was conducted to observe their effectiveness. Aspect-based sentiment summarization interface has the highest score for usefulness while a sentiment link analysis graph visualizing how positive and negative sentiment terms are associated with review aspects has the highest score for overall rating.
AB - A prototype digital library of social media content was developed to present a summarized view of public opinion in a visual interface. The domain of the study was movie reviews of multiple genres harvested from weblogs, discussion boards, user and critic review Web sites, and Twitter. The system performs fine-grained analysis to determine both the sentiment orientation and sentiment strength of the reviewer towards various aspects of a movie, such as overall opinion, director, cast, story, scene, and music. Various visual interface components were developed to present an overview of public opinion on multiple aspects of each movie, and a usability evaluation was conducted to observe their effectiveness. Aspect-based sentiment summarization interface has the highest score for usefulness while a sentiment link analysis graph visualizing how positive and negative sentiment terms are associated with review aspects has the highest score for overall rating.
KW - Digital Libraries
KW - Information Visualization
KW - Movie Reviews
KW - Sentiment Summarization
UR - http://www.scopus.com/inward/record.url?scp=80455162320&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=80455162320&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-24826-9_34
DO - 10.1007/978-3-642-24826-9_34
M3 - Conference contribution
AN - SCOPUS:80455162320
SN - 9783642248252
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 277
EP - 287
BT - Digital Libraries
T2 - 13th International Conference on Asia-Pacific Digital Libraries, ICADL 2011
Y2 - 24 October 2011 through 27 October 2011
ER -