Inspiration: Jurnal Teknologi Informasi dan Komunikasi
Vol. 13 No. 1 (2023): Inspiration: Jurnal Teknologi Informasi dan Komunikasi

User Analysis of Info BMKG Application in The Perspective of Human Computer Interaction Using Support Vector Machine Algorithm

Ilham Fannani (Universitas Teknologi Yogyakarta)
Enggar Novianto (Universitas Teknologi Yogyakarta)
Alfin Syarifuddin Syahab (Universitas Teknologi Yogyakarta)



Article Info

Publish Date
06 Jun 2023

Abstract

On the Google Play Store, users often read other users' app reviews and reputations, before downloading an app. This makes the analysis of user reviews very interesting for app owners to make future decisions. This study aims to analyze user reviews of the Info BMKG application on the Google Play Store, using sentiment analysis. This user review analysis uses the Support Vector Machine (SVM) method. The evaluation proposal was made from more than 3,000 user reviews collected from the INFOBMKG application on the Google Play Store. The results of the analysis using the Support Vector Machine produce an accuracy of 85.54% and the most frequently reviewed positive review results are "Good", while the most frequently reviewed negative reviews are "Error". Which indicates a complaint against INFOBMKG users, and from the negative words that appear most often, there are two combinations of the two words that appear most often together, namely the word "very helpful" and the word "less accurate", which indicates that user often complain about problems related to application performance. The results of the sentiment analysis process of testing 3000 review data using the fold = 5 test value in the Support Vector Machine (SVM) method obtained an accuracy of 85.54% which produces predictions on data testing, namely 1500 positive reviews and 1500 negative reviews 1500 reviews.

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Journal Info

Abbrev

inspiration

Publisher

Subject

Computer Science & IT

Description

Inspiration: Jurnal Teknologi Informasi dan Komunikasi is a scientific journal that publishes research results in the field of Information and Communication Technology (ICT). The ICT research area that is the focus of this journal can be seen on the Focus and Scope page. Journals are published twice ...