JOURNAL ARTICLE

Feature Based Sentiment Analysis of Mobile Product Reviews using Machine Learning Techniques

Minu P Abraham

Year: 2020 Journal:   International Journal of Advanced Trends in Computer Science and Engineering Vol: 9 (2)Pages: 2289-2296   Publisher: The World Academy of Research in Science and Engineering

Abstract

With the advent of Web technology and its rapid growth led many people to express their views or opinions on the web related to the products, the services, the events or any social issues.Due to the substantial extent of data which is increasing day by day on the web, it is obvious that the reviews provided by the people on the e-commerce sites is also huge and such reviews are in unstructured form.Hence, it is challenging for the online users, customers and manufacturers to make a proper decision about opinions on these reviews.During the last two decades, many researchers including corporation are working consistently on sentiment analysis, also recognized as, opinion analysis or mining, to derive the opinions expressed by various end users as reviews.In this paper, we study the fine-grained investigation in identifying the sentiments (or opinions) expressed on various aspects of the entity considering the aspects as explicit one over various brands of mobile product reviews and classify these opinions based on some machine learning algorithms.Exploratory outcomes on the different datasets manifest the promising results with respect to the accuracy of classifying the opinions.

Keywords:
Sentiment analysis Feature (linguistics) Computer science Product (mathematics) Artificial intelligence Natural language processing Machine learning Pattern recognition (psychology) Mathematics Linguistics

Metrics

18
Cited By
1.32
FWCI (Field Weighted Citation Impact)
20
Refs
0.83
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
Web Data Mining and Analysis
Physical Sciences →  Computer Science →  Information Systems
Advanced Text Analysis Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence

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