JOURNAL ARTICLE

Developing Cross-lingual Sentiment Analysis of Malay Twitter Data Using Lexicon-based Approach

Nur Imanina ZabhaZakiah AyopSyarulnaziah AnawarErman HamidZaheera Zainal

Year: 2019 Journal:   International Journal of Advanced Computer Science and Applications Vol: 10 (1)   Publisher: Science and Information Organization

Abstract

Sentiment analysis is a process of detecting and classifying sentiments into positive, negative or neutral. Most sentiment analysis research focus on English lexicon vocabularies. However, Malay is still under-resourced. Research of sentiment analysis in Malaysia social media is challenging due to mixed language usage of English and Malay. The objective of this study was to develop a cross-lingual sentiment analysis using lexicon based approach. Two lexicons of languages are combined in the system, then, the Twitter data were collected and the results were determined using graph. The results showed that the classifier was able to determine the sentiments. This study is significant for companies and governments to understand people's opinion on social network especially in Malay speaking regions.

Keywords:
Malay Lexicon Sentiment analysis Computer science Natural language processing Artificial intelligence Classifier (UML) Social media Focus (optics) Linguistics World Wide Web

Metrics

27
Cited By
2.30
FWCI (Field Weighted Citation Impact)
26
Refs
0.90
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
Text and Document Classification Technologies
Physical Sciences →  Computer Science →  Artificial Intelligence

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