JOURNAL ARTICLE

Sentiment Analysis Based on Reviews Using Machine Learning Techniques

Ameema SattarJoddat Fatima

Year: 2021 Journal:   Pakistan Journal of Engineering and Technology Vol: 4 (2)Pages: 149-152

Abstract

In our daily life, people’s opinions and experiences are important sources of information. To measure the feeling of people’s opinions the term used that is called sentiment analysis. The text is the main method of communicating on the Internet in modern digital time. Sentiment analysis captures the user’s views, moods, and their opinion related to the specific services provided by the business organization in a real-time. This research focuses on Roman Urdu reviews. It has three basic classes: negative, positive, and neutral where reviews are classified. The proposed method is Analysis of different machine learning algorithms with different datasets has made and a comparison shows, SVM performs the best result on used data sets, a clear result in the form of accuracy, precision, recall, and f1 score shows the results against the specific techniques against the dataset.

Keywords:
Sentiment analysis Computer science Support vector machine Recall Artificial intelligence Feeling Precision and recall Term (time) The Internet Measure (data warehouse) Machine learning Urdu Natural language processing Data science Information retrieval Data mining World Wide Web Psychology Cognitive psychology

Metrics

4
Cited By
0.56
FWCI (Field Weighted Citation Impact)
0
Refs
0.73
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
Traffic Prediction and Management Techniques
Physical Sciences →  Engineering →  Building and Construction
Stock Market Forecasting Methods
Social Sciences →  Decision Sciences →  Management Science and Operations Research

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