JOURNAL ARTICLE

Analysis of sentiment based movie reviews using machine learning techniques

Sachin ChirgaiyaDeepak SukhejaNiranjan ShrivastavaRomil Rawat

Year: 2021 Journal:   Journal of Intelligent & Fuzzy Systems Vol: 41 (5)Pages: 5449-5456   Publisher: IOS Press

Abstract

The decisions and approaches of renowned personality used to impress the real world are to a great extent adapted to how others have seen or assessed the world with opinion and sentiment. Examples could be any opinion and sentiment of people view about Movie audits, Movie surveys, web journals, smaller scale websites, and informal organizations. In this research classifies the movie review into its correct category, classifier model is proposed that has been trained by applying feature extraction and feature ranking. The focus is on how to examine the sentiment expression and classification of a given movie review on a scale of (–) negative and (+) positive sentiments analysis for the IMDB movie review database. Due to the lack of grammatical structures to comments on movies, natural language processing (NLP) has been used to implement proposed model and experimentation is performed to compare the present study with existing learning models. At the outset, our approach to sentiment classification supplements the existing movie rating systems used across the web to an accuracy of 97.68%.

Keywords:
Sentiment analysis Computer science Artificial intelligence Classifier (UML) Ranking (information retrieval) Natural language processing Focus (optics) Audit Feature (linguistics) Machine learning Information retrieval Data science Linguistics

Metrics

13
Cited By
1.41
FWCI (Field Weighted Citation Impact)
17
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Sentiment Analysis and Opinion Mining
Physical Sciences →  Computer Science →  Artificial Intelligence
Stock Market Forecasting Methods
Social Sciences →  Decision Sciences →  Management Science and Operations Research
Cinema and Media Studies
Social Sciences →  Economics, Econometrics and Finance →  Economics and Econometrics

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