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Bustami Bustami
Teknik Informatika Universitas Malikussaleh
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Journal : Journal of Advanced Computer Knowledge and Algorithms

 1 
Implementation of the Profile Matching Algorithm to Identify Outstanding Students at Pesantren Modern Misbahul Ulum Luthfiah, Moulana; Bustami, Bustami; Fajriana, Fajriana
Journal of Advanced Computer Knowledge and Algorithms Vol 1, No 1 (2024): Journal of Advanced Computer Knowledge and Algorithms - January 2024
Publisher : Department of Informatics, Universitas Malikussaleh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29103/jacka.v1i1.14533

Abstract

This research aims to design a decision support system to identify outstanding students at the Misbahul Ulum Modern Islamic Boarding School. Although determining outstanding students is done by taking the average score from all aspects of the criteria, the evaluation process which is still carried out manually takes quite a long time. Therefore, a computerized decision support system is needed to help make decisions more efficiently and accurately. This system was developed using the PHP programming language. The aim of this research is to overcome obstacles in recognizing outstanding students at the Misbahul Ulum Modern Islamic Boarding School by applying the Profile Matching Algorithm. This method can provide the best data by comparing alternative values and predetermined criteria. This research contributes to the development of educational technology and facilitates the introduction of outstanding students at the Misbahul Ulum Modern Islamic Boarding School. By determining the criteria aspects, determining the weight value of each aspect, finding the GAP value, and carrying out a ranking process, this research produces objective results. Involving 252 students from grades 7-11, this research produced a final grade for each student. The calculation results show that Zikril got the highest score, while Asma Biwi got the lowest score.
The Application of Decision Tree C4.5 to Determine College Majors for Students After Madrasah Aliyah (Case Study: Madrasah Aliyah Misbahul Ulum) Mulyani, Tasya; Bustami, Bustami
Journal of Advanced Computer Knowledge and Algorithms Vol 2, No 1 (2025): Journal of Advanced Computer Knowledge and Algorithms - January 2025
Publisher : Department of Informatics, Universitas Malikussaleh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29103/jacka.v2i1.19051

Abstract

This research aims (1) to implement the C4.5 Decision Tree in determining college majors for students after Madrasah Aliyah, (2) to assess the outcomes of applying the C4.5 Decision Tree method in selecting college majors for post-Madrasah Aliyah students, and (3) to design a decision support system that simplifies and speeds up the process of analyzing student data to determine suitable college majors. The system was developed using the PHP programming language, applying the C4.5 Decision Tree algorithm. Decision Tree is a machine learning algorithm that makes decisions using a set of rules structured like a tree. It employs conditional statements, with branches representing different decision-making steps aimed at producing optimal results. The process involves calculating entropy, split information, and gain ratio. This study, which focused on 12th-grade students during the odd semester, successfully identified appropriate engineering majors for each student.
Co-Authors Abd Mubaraq, S.E.,Sy. M.A Achmad Achmad Ahmad Farhan, Ahmad Aidilof , Hafizh Al Kautsar Aidilof, Hafizh Al Kausar Ainal Mardhiah Alfyansyah, Gusti Alhamidiy, Abdillah Nur Ali Masduqi Amiruddin Amiruddin anasril, anasril Ardelia, Aya Sofia Aris Munandar Asmirayani Asmirayani Asmirayani, Asmirayani Auliaurrahman, Auliaurrahman Azhar Azhar Azrai Putra Barumun Daulay Azzahra, Dea Bagas Wahyu Adhi, Bagas Wahyu Baharuddin Baharuddin Bancin, Udurta Custer, Jhonny Cut Farida Aryani Dea Azzahra Desiana Desiana, Desiana Dewiyani, Evi Dwi Kurniawan, Dwi Ekajaya, Candra Endah Sri Wahyuni Endang Susilawati Fadli Fadlisyah Fadlisyah Fahrul Rozi Siregar Fajriana, Fajriana Fasdarsyah Fasdarsyah Fatika, Dian Fiasari, Fiasari Gusti Alfyansyah Gusti Alfyansyah Hafidh Rafif, Teuku Muhammad Hakim, Kurniawati Halimatussakdiah Halimatussakdiah Hanum, Nisrina Harahap, Elly Wanisyah Harahap, Ilham Taruna Harahap, Samsul Bahry Harun, Muhazar Hasan Sazali ilham - sahputra Indrayani Indrayani Irma Mauliza Iskandar, Fahra Azzahra Ismail Ismail Joko Santoso Jufrizal Jufrizal Junita, Dini Karimullah Karimullah Katimin, Katimin Kautsar, Hafizh Al Kembaren, Emmia Tambarta Kholil, Syukur Laksamana, Rio Lenny Hasan, Henny Sjafitri, Nelharosma, Lidya Rosnita Luthfiah, Moulana M Fauzan Maharani, Silfa Mailin, Mailin Maryono Maryono Maulidi Maulidi Mauliza, Irma Miftahul Jannah Muhammad Fajri Muhammad Fauzan Muhammad Fikry Muhammad Hutomi MUHAMMAD KOSIM, MUHAMMAD Muhammad Muhammad Muhammad Muhammad Muhammad Yani, Muhammad Mukhlish Muhammad Nur Mukti Qamal Mulyani, Tasya Munirul Ula Murni, Mayang Mutammimul Ula Muthmainnah Muthmainnah Nastasya, Widia NELI SUSANTI, NELI Ngadimin Ngadimin Nilda, Elvi Nisa, Cut Chairun Nurdin Nurdin Nurhayani, Melda Vitry Nyak Arief, Teuku Okataria, Welan Pramadani, Kendra Putra Barumun Daulay, Azrai Putri, Dea Rizka Amanda Putri, Mia Yolanda Utami Putri, Rahmatillah Dwi Rahmah Hayati Rahmiati Rahmiati Razi, Ar Rian Diana Ridhwan Ridhwan, Ridhwan Ridwan, Ridwan Rini Fitriani Rini Meiyanti Risawandi, Risawandi Rizal Rizal Rizal Rizal S.Si., M.IT, Rizal Rizki Putri Ramadhani, Rizki Putri Rizki, Agus Maula Rosyanne Kushargina Rozzi Kesuma Dinata RR. Ella Evrita Hestiandari Rusdi Rusdi Safri, Hayanuddin Said Fadlan Anshari Sakdah, Nurul Salhan, Susi Samosir, Dini Kairiyah Samosir, Hasrat Efendi Sari, Efti Novita Sayed Fachrurrazi Senda, Tito Afwi Sepris Yonaldi, Sepris Yonaldi Setyarini Soemadi, Dian Shayravi Shayravi Shayravi, Shayravi Siregar, Fahrul Rozi Siti Nurhaliza Siti Sahara Suci Fitriani Suharyon, Suharyon Sujacka Retno Sumanti, Eva Suryadi Suryadi Suryana Suryana Suryana Suryana Syafruddin Nurdin syah, Fadli Syahbudi, Syahbudi Syahputra, M Oriza Syahrial, Dopa Syamsarina, Syamsarina Syibral Malasyi T.M. Rafsanjani Teuku Mudi Hafli Tri Mulyono Tri Mulyono H, Khairunnisak Utama, Lalu Juntra Yacoub, Yarlina Yesi Meldawati Yesy Afrillia Yulia Fitri Yunianto, Andi Eka Yunina Yunina Zainal Arifin Zara Yunizar Zubir, Zubir Zuleha, Zuleha Zulkarnen Mora, Zulkarnen Zulmi, Syafriade