JOURNAL ARTICLE

A feature based approach for sentiment analysis using SVM and coreference resolution

Abstract

Online shopping is one of the most comfortable ways to shop in this new era of technology. People buy online products frequently and post their reviews about the products they have used. The viewpoint of the user will be in the form of tweets or product reviews which they post in an e-commerce site. These reviews will have significant role in deciding how far the products have been placed in peoples mind. These reviews will also help the manufacturers to improve the features of the product as required But it is a very difficult task to manually read the reviews and assign sentiment to them. This problem can be solved by creating an automated system in which we can analyze the reviews posted by the users and extract the users perception about a particular feature. In this work we have developed a procedure for 'feature based sentiment analysis' by using a classifier called Support Vector Machine.

Keywords:
Computer science Sentiment analysis Coreference Support vector machine Classifier (UML) Feature (linguistics) Artificial intelligence Task (project management) Product (mathematics) Perception Information retrieval Machine learning Natural language processing Resolution (logic) Engineering

Metrics

31
Cited By
2.75
FWCI (Field Weighted Citation Impact)
14
Refs
0.91
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
Advanced Text Analysis Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
Spam and Phishing Detection
Physical Sciences →  Computer Science →  Information Systems

Related Documents

JOURNAL ARTICLE

Coreference resolution Ontology-based in sentiment analysis

Thúy Lê ThịPhan Thị TươiTho Quan

Journal:   Science and Technology Development Journal Year: 2019 Vol: 20 (K9)Pages: 23-30
JOURNAL ARTICLE

Evolutionary natural-language coreference resolution for sentiment analysis

John AtkinsonAlex Escudero

Journal:   International Journal of Information Management Data Insights Year: 2022 Vol: 2 (2)Pages: 100115-100115
BOOK-CHAPTER

DisCoref: A Coreference Resolution Approach Based on Distance Feature for Document

Ying MaoYong PengYong Zhong

Communications in computer and information science Year: 2025 Pages: 262-275
© 2026 ScienceGate Book Chapters — All rights reserved.