Jiko (Jurnal Informatika dan komputer)
Vol 6, No 2 (2023): JIKO (Jurnal Informatika dan Komputer)

MOBA GAME REVIEW SENTIMENT ANALYSIS USING SUPPORT VECTOR MACHINE ALGORITHM

Alif Fajar Panjalu (Sekolah Tinggi Teknologi Wastukancana Purwakarta)
Syariful Alam (Sekolah Tinggi Teknologi Wastukancana Purwakarta)
Mochammad Imam Sulistyo (Sekolah Tinggi Teknologi Wastukancana Purwakarta)



Article Info

Publish Date
06 Aug 2023

Abstract

MOBA as one of the many popular subgenres today, Mobile Legend, Arena of Valor, League of Legend and Lokapala based on the large number of downloads can be mentioned as popular MOBA games, but the rating of these four applications is below 4.0 on the Google Play platform Store, this happens because some users may think that this mobile MOBA game has several advantages, but also some disadvantages that affect ratings. This study aims to determine the results of sentiment analysis on mobile MOBA games using Google Play Store reviews. Then it is processed using Python programming to create a model with the linear kernel Support Vector Machine (SVM) algorithm to classify the dataset. From the results of the classification model test using 19,579 data, where there were 10,017 positive sentiment data and 9,562 negative sentiment data and the distribution of train data and test data was 70%: 30%, obtained an accuracy of 82.64% and then re-evaluated using the Cross Validation method using 5 times so that an accuracy of 83.38% is obtained Keywords: MOBA, Sentiment Analysis, Machine Learning, SVM, Cross Validation

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Journal Info

Abbrev

jiko

Publisher

Subject

Computer Science & IT

Description

Jiko (Jurnal Informatika dan Komputer) Ternate adalah jurnal ilmiah diterbitkan oleh Program Studi Teknik Informatika Universitas Khairun sebagai wadah untuk publikasi atau menyebarluaskan hasil - hasil penelitian dan kajian analisis yang berkaitan dengan bidang Informatika, Ilmu Komputer, Teknologi ...