IT JOURNAL RESEARCH AND DEVELOPMENT
Vol. 7 No. 2 (2023)

Sentiment Analysis of Citayam Fashion Week Phenomenon Using Support Vector Machine

Muhammad Rosyadi (Institut Bisnis dan Teknologi Pelita Indonesia)
Erlin (Institut Bisnis Dan Teknologi Pelita Indonesia)



Article Info

Publish Date
14 Jun 2023

Abstract

Citayam Fashion Week is a phenomenon that displays a model doing a fashion show using distinctive and unique clothing when crossing a zebra cross as a catwalk. This phenomenon has received extraordinary attention and discussion from various circles and led to numerous pros and cons among the public and observers of society in Indonesia. Therefore, it is great importance to conduct the study on sentiment analysis of this phenomenon to determine society's sentiment tendency to provide government references and help decision-makers improve their policies. Sentiment analysis was performed using the Support Vector Machine based on the polynomial kernel. The results shows that the accuracy, recall, precision and F1-Score value of 95.61%, 95.66%, 96% and 95.55%, respectively. This study proved that the Support Vector Machine classifier with the polynomial kernel provides higher algorithm performance on text classification. Therefore, the government can use the result of this study to evaluate the existence of the citayam fashion week which may be followed by other phenomena.

Copyrights © 2023






Journal Info

Abbrev

ITJRD

Publisher

Subject

Computer Science & IT Control & Systems Engineering Engineering

Description

Information Technology Journal Research and Development (ITJRD) adalah Jurnal Ilmiah yang dibangun oleh Prodi Teknik Informatika, Universitas Islam Riau untuk memberikan sarana bagi para akademisi dan peneliti untuk mempublikasikan tulisan dan karya ilmiah di Bidang Teknologi Informatika. Adapun ...