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All Journal JITSI : Jurnal Ilmiah Teknologi Sistem Informasi
Hidayatul Munawaroh
Information System Department, Universitas Internasional Semen Indonesia
Computer Science & IT

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Klasifikasi Ulasan Aplikasi untuk Evolusi Perangkat Lunak: Sebuah Eksperimen Awal Mutia Rahmi Dewi; Hidayatul Munawaroh; Siti Rochimah
JITSI : Jurnal Ilmiah Teknologi Sistem Informasi Vol 4 No 1 (2023)
Publisher : Jurusan Teknologi Informasi - Politeknik Negeri Padang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30630/jitsi.4.1.102

Abstract

Application Store is a platform where users can download several applications and games. Users also can provide comments about related applications. These comments made as evaluation material for developers, who have not yet developed applications in the future. In previous studies, an application user assessment has been carried out based on existing taxonomies such as feature requests, information provision, information retrieval, and problem discovery by using Natural Language Processing (NLP), Text Analysis (TA) and Sentiment Analysis (SA). In this study, we propose a model using Topic Modelling (TM) and Minority Synthetic Over-Sampling Technique (SMOTE) to improve classification results. Making user reviews that previously ignored can be taken into consideration for developers in conducting software development. Topic modelling will generate list of topics that representing each review and SMOTE method can overcome the amount of imbalanced data on several tables. We also combine methods TA + NLP + SA, TA + NLP + SA + TM, and TA + NLP + SA + TM + SMOTE with J48 classifier....
Co-Authors Mutia Rahmi Dewi Siti Rochimah