JOURNAL ARTICLE

Sentiment Analysis of Twitter Data

Abstract

Social networks provide a rich data source for researchers that can be accessed in a comparatively effortless way. As data and text mining methods such as Sentiment Analysis are becoming increasingly refined, the wealth of social network data opens up entirely new possibilities for exploring specific in-depth research questions. In this paper an approach towards the retrieval, analysis and interpretation of social network data for research purposes is developed. The data is filtered according to relevant criteria and analyzed using Sentiment Analysis tools tailored specifically to the data source. The approach is verified by applying it to two example research questions, confirming past findings on cultural and gender differences in sentiment expression.

Keywords:
Sentiment analysis Computer science Data science Data source Interpretation (philosophy) Social media Social network (sociolinguistics) Social network analysis Information retrieval World Wide Web Natural language processing

Metrics

53
Cited By
4.77
FWCI (Field Weighted Citation Impact)
12
Refs
0.95
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
Complex Network Analysis Techniques
Physical Sciences →  Physics and Astronomy →  Statistical and Nonlinear Physics
Advanced Text Analysis Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence

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