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CROSS-LINGUAL SENTIMENT ANALYSIS FOR UKRAINIAN SOCIAL MEDIA SENTIMENT CLASSIFICATION

Journal: International Scientific Journal "Internauka" (Vol.1, No. 160)

Publication Date:

Authors : ; ;

Page : 50-51

Keywords : cross-lingual sentiment analysis; opinion mining; transfer learning; machine learning; word embedding;

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Abstract

Understanding the sentiment derived from user-generated content on social media platforms plays a crucial part in today's digital world. However, multilingual datasets create a challenging landscape for sentiment analysis, especially when two or more languages are used interchangeably. This research explores the use of cross-lingual sentiment analysis on Ukrainian social media platforms, where content is expressed in either Ukrainian or russian languages or a mix of them. Using a combination of machine learning and natural language processing techniques, this study established an effective model for cross-lingual sentiment classification.

Last modified: 2024-12-18 19:55:25