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All Journal Jurnal Ilmiah KOMPUTASI Sinkron : Jurnal dan Penelitian Teknik Informatika Paradigma Jurnal Mantik JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Teknologi Informatika dan Komputer Indonesian Journal of Networking and Security - IJNS SPEED - Sentra Penelitian Engineering dan Edukasi
Frans Edward Schaduw
Universitas Bina Sarana Informatika
Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Library & Information Science

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Journal : Jurnal Mantik

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Optimization of Tree Algorithms by Resampling and Ensembling in Deffect Prediction Software: Frans Edward Schaduw; Sugiono Sugiono; Syaiful Anwar
Jurnal Mantik Vol. 5 No. 4 (2022): February: Manajemen, Teknologi Informatika dan Komunikasi (Mantik)
Publisher : Institute of Computer Science (IOCS)

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Abstract

The level of defects in a software will always be linear with the quality of the resulting software. In the development process, developers need to predict the level of defects in a software to produce better software. In this study, the Particle Swarm optimization (PSO) method was used to optimize the data at the preprocessing stage, the Random Over Sampling (ROS) method to balance the classes in the dataset and the ensemble technique to maximize the performance of the J48 algorithm. The dataset used in this study uses the PROMISE repository dataset. The results showed that the integration of the PSO+ROS+J48+Bagging algorithm resulted in an average accuracy value of 92.378% and an AUC value of 0.924. This shows that the combination of PSO, ROS and J48 methods with Bagging Technique is feasible to be used as an algorithm to predict the defect level of a software
Co-Authors - UBSI, Ihsan Mustofa Achmad Sumbaryadi, Achmad Akmaludin Akmaludin, Akmaludin Ali Haidir Baginda Oloan Lubis Dony Oscar Dwi Budi Santoso Hana Yustiana Heri Kuswara Heru Purwanto Irmawati Carolina Jefi, Jefi Lita Sari Marita Muhammad Rizkiandana - STMIK Nusa Mandiri Purwoko, Agus Rahmat Tri Yunandar Rizaldi Zain, Deris Sobari, Irwan Agus Sugiono Suhar Janti Syam Lestari , Farah Tri Hartati, Tri Wahid, Bilal Abdul