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Emha Taufiq Luthfi
Universitas Amikom Yogyakarta
Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Library & Information Science Mathematics Mechanical Engineering Physics Social Sciences Transportation Other

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Prediksi Tingkat Keberhasilan Studi Kinerja Santri Menggunakan Algoritma C 5.0 Miftachuddin, Achmad Agus Athok; Kusrini, Kusrini; Luthfi, Emha Taufiq
SAINTEKBU Vol. 13 No. 01 (2021): Vol. 13 No. 01 Januari 2021
Publisher : KH. A. Wahab Hasbullah University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32764/saintekbu.v13i01.2523

Abstract

The success of pesantren education institutions can be measured by the success of their students. By predicting the possible outcomes of the learning process based on prediction results can help an Islamic boarding school, by adjusting the factors that contribute and influence the success rate of students' performance studies. And by utilizing data mining techniques that can be used to increase the level of success and reduce the failure of students. this can greatly help pesantren educational institutions to improve their graduates 'skills, because data mining is the best solution to find hidden patterns and can predict the success of students' performance studies. This research presents a model based on decision tree classification algorithm C 5.0 used in this model with alumni tracer study filled by santri alumni. In this study also used the k-folds cross validation test scenario with k values of 2,3,6,10 and 15 with a total of 300 alumni data and 84 data used for validation tests without cross validation. Determination of the criteria for the classification results using a confusion matrix form the measurement of the classification results obtained, namely the highest value in this study is 95% resulting from 15 folds the scenario 1. And form the results of testing the validation data without cross validation, the corresponding results are 73.81%, when compared to the k-folds, there was an increase of 21.19% and it can be ignored that the C 5.0 algorithm is able to classify well. So that pesantren educational institutional can provide a foundation in the arrangement for their students in deciding the right school choice.
Co-Authors Abdul Rokhim Abdullah Ardi Abidarin Rosidi Abidarin Rosidi Achmad Agus Athok Miftachuddin Agatha Deolika AGUS PURWANTO Akhmad Dahlan Anastasia Meyliana Andi Sunyoto Ardi, Abdullah Arham Rahim Arief Setyanto Astika Wulansari Bambang Soedijono WA Bambang Soedijono Wiraatmadja Berlilana Berlilana Christin Nandari Dengen Christin Nandari Dengen Danang Tejo Kumoro Dedi Tri Hermanto Dhani Ratna Sari Dhani Ratna Sari, Dhani Ratna Diah, M. Dwi Krisbiantoro, Dwi Ekastini Ekastini Eko Purwanto Elik Hari Muktafin Eliza Staviana Ema Utami Farozi, Mohamad Fendy Prasetyo Nugroho Fiyas Mahananing Puri Fryda Fatmayati Hardita, Veny Cahya Hasrul Intan Oktaviani Joang Ipmawati Kaharuddin Kanafi Kanafi Krisnawati Krisnawati Kusrini Lasimin Lili Kartikawati M Suyanto M. Diah M. Suyanto M. Suyanto, M. Manik Hapsara Miftachuddin, Achmad Agus Athok Miftahul Huda Mochammad Yusa Mochammad Yusa Mochammad Yusa, Mochammad Muqorobin Muqorobin Mursyid Ardiansyah Musa Hendri Janto Rahanra Musthofa Galih Pradana Norlaila Norlaila Nurhasan Nugroho Pamekas, Bondan Wahyu Parjono, Parjono Patmawati Patmawati, Patmawati Pendi Ventri Hendika Pranata, Caraka Aji Puri, Fiyas Mahananing Ripto Sudiyarno Rizky Handayani Rizqi Sukma Kharisma Robi Wariyanto Abdullah Saifulloh - STT Dharma Iswara Madiun, Saifulloh Saifulloh . Selvy Megira, Selvy Sigit Suryono Sigit Suryono Siti Alvi Sholikhatin Siti Nurhayati Sriyati Sriyati Stabit Handoyo Sukadi . Supriatin Supriatin Supriyati Supriyati Suryono, Sigit Tutut Maitanti Veny Cahya Hardita Victor Saputra Ginting Victor Saputra Ginting Wachid Marindra Hary Setyawan Wahyu Adie Saputro Wariyanto Abdullah, Robi Wing Wahyu Winarno Yans Safarid Hudha Yoga Handoko Agustin Yosef Murya Kusuma Ardhana