Title :
Aspect Based Sentiment Analysis of Movie Reviews: Finding the Polarity Directing Aspects
Author :
Parkhe, Viraj ; Biswas, Bhaskar
Author_Institution :
Dept. of Comput. Sci. & Eng., IIT (BHU) Varanasi, Varanasi, India
Abstract :
Sentiment analysis of a movie review plays an important role in understanding the sentiment conveyed by the user towards the movie. In the current work we focus on aspect based sentiment analysis of movie reviews in order to find out the aspect specific driving factors. These factors are the score given to various movie aspects and generally aspects with high driving factors direct the polarity of the review the most. The experiment showed that by giving high driving factors to Movie, Acting and Plot aspects of a movie, we obtained the highest accuracy in the analysis of movie reviews.
Keywords :
entertainment; humanities; pattern classification; reviews; acting aspects; aspect based sentiment analysis; aspect specific driving factors; movie aspects; movie reviews; plot aspects; polarity directing aspects; sentiment analysis; Accuracy; Artificial intelligence; Context; Motion pictures; Particle separators; Sentiment analysis; Support vector machines; Aspect Based Sentiment Analysis; Aspect importance; Naive Bayes Classifier; Sentiment Analysis;
Conference_Titel :
Soft Computing and Machine Intelligence (ISCMI), 2014 International Conference on
DOI :
10.1109/ISCMI.2014.16
