Abstract:
A breakdown of all movie reviews can help viewers decide by saving them the time it would take to read all of the reviews. Critics commonly use movie-rating websites to s...Show MoreMetadata
Abstract:
A breakdown of all movie reviews can help viewers decide by saving them the time it would take to read all of the reviews. Critics commonly use movie-rating websites to submit comments and rate films, so guiding viewers in determining whether or not to see the film. Sentiment analysis was used to determine reviewers' attitudes based on their opinions. Sentiment analysis of a movie review can help assess how positive or negative a review is, and thus the film's overall rating. In this research, the sentiment classification methods LR, MNB, and SGD are suggested for a big movie review data set. We chose 50K IMDB movie review entries that are entirely written in English, with 25K positive and 25K negative ratings. The results show that the Multinomial Naive Bayes (MNB) algorithm outperforms other classification algorithms in terms of mistake rate and accuracy.
Published in: 2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)
Date of Conference: 06-08 July 2023
Date Added to IEEE Xplore: 23 November 2023
ISBN Information:
ISSN Information:
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- IEEE Keywords
- Index Terms
- Stochastic Gradient Descent ,
- Sentiment Analysis ,
- Film Criticism ,
- IMDB Movie Reviews ,
- Logistic Regression ,
- Machine Learning ,
- Deep Learning ,
- Random Forest ,
- F1 Score ,
- Automatic System ,
- Confusion Matrix ,
- Recurrent Neural Network ,
- Precision And Recall ,
- Information Gain ,
- Machine Learning Classifiers ,
- Hybrid System ,
- Cloud Data ,
- Concentric Pattern ,
- Look For Patterns ,
- Neutral Opinion
- Author Keywords
- IMDB Movie Reviews ,
- Sentiment Analysis ,
- LR ,
- MNB ,
- SGD ,
- NLP ,
- BOW ,
- TF IDF
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Stochastic Gradient Descent ,
- Sentiment Analysis ,
- Film Criticism ,
- IMDB Movie Reviews ,
- Logistic Regression ,
- Machine Learning ,
- Deep Learning ,
- Random Forest ,
- F1 Score ,
- Automatic System ,
- Confusion Matrix ,
- Recurrent Neural Network ,
- Precision And Recall ,
- Information Gain ,
- Machine Learning Classifiers ,
- Hybrid System ,
- Cloud Data ,
- Concentric Pattern ,
- Look For Patterns ,
- Neutral Opinion
- Author Keywords
- IMDB Movie Reviews ,
- Sentiment Analysis ,
- LR ,
- MNB ,
- SGD ,
- NLP ,
- BOW ,
- TF IDF