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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 Abdillah, Muh Adriana, Novia Agustin, Rizki Dwi Ahmad Ridha Ahmad Syifaudin Ahmad, Nurul Fitriah Akbar, Djalaludin M. Al Munawarah, Nur Alda, Alda Alfath, M Alma, Alma 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 Astuti Dewi Hartati Doo, Viona Febyola Refana Dwi Septiyani Eko Prima Ambarita elsa, elsa emelda, emelda Erniati Erniati Fadel, Fadel Faridah Faridah Fatmawati, Annisa Fitri, Eliatun Gumulia, Evelin Gunawan, Aden Hamdi, Abdul Ridho Hanangga, Lalu Danal Harma, Harma Haryanti, Intisari Hasyim, Srimuliani Heba Elsisy Fadlia Hikmah Hikmah Huldi, Amzanatul Ikha Safitri Indah Indah Indah Sari Indah Setiani Insyiroh, Salsabila Ishak Ishak Isjoni Isjoni Islami, Tri Avenda Isnaini, Hikmah Jafar, Afif Asyraf Jumri Hi Thahang Basir Juraijin, Denny Juwy Trianes Kartini, Eneng Kusumaningrum, Retno Ayu Lana Safitri, Lana Safitri Mahdinur, Muh Marsuki 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 Najamuddin Najamuddin, Najamuddin Nasution, Syukri Albani Nur Fadhila Amri nur, Indrayani Nurdyansa 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 Safitri, Widia Sagaf S. Pettalongi Samingan Samingan Sapiri, Muhtar Saputra, Agung Muhtar Sari, Refina Ratna Satriani Satriani Septiana, Dini Setiawan, Lukman 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 Wahyu, Nur Wahyuni, Ayusari Wicaksono, Ariawan Bayu Yahya, Muhammad Rizal Yulianto, Dian Dwi Yunita, Ade Yusani, Anisa Zumaro, Jannati