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Research Article

Sentiment Analysis of Twitter Data using Support Vector Machine

Dr. Hemant N. Patel  ·  Dr. Amit N. Patel

IJDACR Vol.10 No.8 (March 2022) ISSN 2319-4863 Open Access Peer Reviewed

Journal

International Journal of Digital Applications and Contemporary Research (IJDACR)

ISSN

2319-4863

Volume / Issue

Vol.10 · Issue 8

Published

March 2022

Access

Open Access

Licence

CC BY-NC-SA 4.0

Authors

Dr. Hemant N. Patel Dr. Amit N. Patel

Abstract

The large amount of data generated by users on social networks has increasingly aroused interest in analyzing the opinions and sentiments that are being expressed. For this, one of the most used techniques is machine learning, which needs large datasets to function properly. However, few datasets for this purpose are available, limiting the development of applications in the language. Thus, this work aims to collect Twitter messages and classify their sentiments to create a dataset for the analysis of sentiments. This research work uses 2,787 messages that are publicly available at GitHub. Using the collected data, the support vector machine (SVM) classifier achieves an accuracy of 94.37%.

Keywords

GitHub Machine Learning SVM Twitter

How to Cite

Dr. Hemant N. Patel, Dr. Amit N. Patel (2022). Sentiment Analysis of Twitter Data using Support Vector Machine. International Journal of Digital Applications and Contemporary Research (IJDACR), Vol.10, Issue 8. ISSN: 2319-4863.

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Article Info

Journal IJDACR
Volume Vol. 10
Issue No. 8
Month March
Year 2022
ISSN 2319-4863
Access Open Access

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