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All Journal JURNAL ILMIAH PLATAX Indonesian Journal of Educational Studies Jurnal Ilmiah Ekonomi Islam Medical Laboratory Technology Journal Tadarus: Jurnal Pendidikan Islam Jurnal Analis Kesehatan JURNAL PENDIDIKAN TAMBUSAI JURNAL SYARIKAH : JURNAL EKONOMI ISLAM Jurnal Riset Kesehatan Poltekkes Depkes Bandung JURNAL MEDIA KESEHATAN JURNAL ANALIS LABORATORIUM MEDIK Stannum : Jurnal Sains dan Terapan Kimia Jurnal Fisika dan Terapannya Anakes: Jurnal Ilmiah Analis Kesehatan Indobiosains Journal of Economics and Business UBS Jurnal Kesehatan Tambusai Masker Medika Unram Journal of Community Service (UJCS) J-KIP (Jurnal Keguruan dan Ilmu Pendidikan) Indonesian Journal of Research and Educational Review (IJRER) Chemistry Education Review Journal of Applied Agricultural Science and Technology Jurnal Administrasi Publik Jurnal Teknik Mesin Sinergi JOMLAI: Journal of Machine Learning and Artificial Intelligence IJCIED Journal of Artificial Intelligence and Digital Business Khidmah: Jurnal Pengabdian Kepada Masyarakat PERMANA : Jurnal Perpajakan, Manajemen, dan Akuntansi Innovative: Journal Of Social Science Research Indonesian Journal of Multidisciplinary on Social and Technology Jurnal Pengabdian Masyarakat Bangsa Media Kesehatan Politeknik Kesehatan Makassar Journal of Bussines Management Basic SAJARATUN : Jurnal Sejarah dan Pembelajaran Sejarah Journal Of Agriculture Sciences (Agrosci) Kontemplasi : Jurnal Ilmu-Ilmu Ushuluddin Jurnal Wicara Desa Jurnal Pintar Pengabdian dan Pemberdayaan Masyarakat
Nurhidayanti, Nurhidayanti
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Journal : JOMLAI: Journal of Machine Learning and Artificial Intelligence

 1 
Application of the Gaussian Mixture Models (GMM) Algorithm to Identify Error Patterns in Compilation Ayu Utari Nasution; Eko Prima Ambarita; Nurhidayanti, Nurhidayanti; Heba Elsisy Fadlia; Victor Asido Elyakim P
JOMLAI: Journal of Machine Learning and Artificial Intelligence Vol. 4 No. 2 (2025): Juni 2025
Publisher : Yayasan Literasi Sains Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55123/jomlai.v4i2.5960

Abstract

In software development, the compilation process is a critical step that transforms source code into executable programs. These compilation errors can vary from simple syntax errors to more complex semantic errors, which often require a lot of time and effort to identify and fix. As a result, identifying recurring error patterns in the compilation process is important to improve software development efficiency. This study aims to explore the application of GMM in identifying error patterns in the compilation process. The results of this study indicate that the value of 0.58 on the Silhouette Score indicates that the clustering performed by GMM is quite good at identifying error patterns in compilation. The clusters are divided into 3, namely, Cluster 0 may indicate types of errors that occur more quickly (possibly related to syntax errors), with fewer lines of code and lower error frequency. Cluster 1 may represent more complex and less frequent errors (e.g., linker or runtime errors), with more lines of code. Cluster 2 may contain errors with different patterns, such as higher compilation duration or more frequent error frequency.
Co-Authors A. Farid .Hemon Adriana, Novia Agustin, Rizki Dwi Ahmad Ridha Ahmad Syifaudin Ahmad, Nurul Fitriah Akbar, Djalaludin M. Al Munawarah, Nur Amelia, Novi Amiruddin Amiruddin Amram, Riskayani Andi Anirah Arfiany, Arfiany Asmawati Asmawati Asyurah, Suci Ayu Utari Nasution Azhari Akmal Tarigan Aziz, Muhaimin Baharuddin Baharuddin Bastian Bastian Chairilsyah, David Citta, Andi Batari Denny Juraijin Dewi Hartati Doo, Viona Febyola Refana Dwi Septiyani Eko Prima Ambarita emelda, emelda Erniati Erniati Fadel, Fadel Faridah Faridah Fatmawati, Annisa Gumulia, Evelin Gunawan, Aden Hamdi, Abdul Ridho Hanangga, Lalu Danal Harma, Harma Haryanti, Intisari Heba Elsisy Fadlia Hikmah Hikmah Huldi, Amzanatul Ikha Safitri Indah Indah Indah Sari Indah Setiani Insyiroh, Salsabila Isjoni Isjoni Islami, Tri Avenda Jumri Hi Thahang Basir Juraijin, Denny Juwy Trianes Kartini, Eneng Kusumaningrum, Retno Ayu Lana Safitri, Lana Safitri Mahya, WN. Marhamah Marianus Ola Kenoba Marwah, Misbahudin Mashuri, Arif MASITHA, DEWI Mega Sari Juane Sofiana Muhammad Abdurrahman Munir Muhammad Anwar Muhammad Danial Muharani Nst, Junita Mujiburrahman Mujiburrahman Mukhtar Galib Muzkiyah, Nurul Nasution, Syukri Albani nur, Indrayani NURWAHIDAH NURWAHIDAH Obie Permana Phayana, Yulinda Mayanti Pria Gautama Putra, Riko Sandra Putro, Guntur S. Putro, Guntur Suryo R., Mantasiah Rahmayadi, Ayatilla Ar-Raufah Razaq, Yusuf Rizkan, Rizkan Robiyatul Adawiyah Ruslan Ruslan Sagaf S. Pettalongi Samingan Samingan Sapiri, Muhtar Saputra, Agung Muhtar Sari, Refina Ratna Satriani Satriani Septiana, Dini Slamet, Sukmatica Solihin, Muhamad Sri Astuti Sri Ernawati Suci Utami, Suci Suciaty, Tety Sulaeman, Budiawan Syiafudin, Ahmad Tambunan, Via Anjalinia Thanwain, Thanwain Trianes, Juwy Victor Asido Elyakim P Wahyuni, Ayusari Yahya, Muhammad Rizal Yulianto, Dian Dwi Yunita, Ade Yusani, Anisa