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Journal : journal of informatics and computer engineering research

PENERAPAN MACHINE LEARNING UNTUK MENGATASI KETIMPANGAN DATA DALAM MENENTUKAN KLASIFIKASI UANG KULIAH TUNGGAL (UKT) Syam, Nurul Tarizya; Irmawati; Saharuna , Zawiyah
Journal of Informatics and Computer Engineering Research Vol. 1 No. 1 (2024)
Publisher : Politeknik Negeri Ujung Pandang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31963/jicer.v1i1.4921

Abstract

Single Tuition Fee or UKT is a tuition fee borne by students every semester. Payment is made every time students enter a new semester while studying at tertiary institutions. One of the state universities in Indonesia that has implemented the UKT payment system is Politeknik Negeri Ujung Pandang. Based on observations, the purchase of UKT is still done manually, so it has the potential to produce decisions that are not on target. This study was classified based on the amount of single student tuition fees using the smote method and without smote. The algorithm used in classifying is SVM, Decision Tree, Random Forest. The data used is 985 UKT data in 2021. Based on experiments that have been carried out with the Random Forest algorithm, it has the best performance compared to the SVM and Decision Tree algorithms. The proportion of results obtained before being hit is accuracy of 84.75%, precision of 79.22%, recall of 81.15% and F1 score of 80.17%. Whereas after applying smote it increased with an accuracy proportion of 98.9%. So it can be interpreted that the best algorithm used in classification is the Random Forest algorithm by applying smote.
Co-Authors A. Ratna Sari M Abdul Karim Abidin, Jaenal Agus Kurniawan B Agus Slamet Agustin Ahlun Ansar ahmad arifin Ahyar Ahmad Ainurafiq Al Ikhlas Alda Genesis Aldina Lestari Alfina, Aisyah Eka Amaliah, Rezky Ambo Dalle Anaguna, Nursyam Andi Bahrun Syam Andi Nurlaily Andi Suswani Andi Syakirah A. Bolong Anggraeni Angraini Aprilia Apriyanti, Fhertyna Arfah, Rugaiyah Arie EkaYudhistira Kirana Tejawati Arismunandar Asdinar Asmirati Asniar, Wd. Devi Auti, Asmin AYU FITRIANI Azainil Azainil Baharuddin Baharuddin, Suci Maulidya Bahtiar, Akbar Bhisma Murti BUDI SAKSONO Bunga Septia Anjani Chairunnisya, Tara Christian, Elvin Cika Nurani Citrowati, Endang Cucut Susanto, Cucut D. Wulan Azzahra Damayani, Indah Ashary Damayanti, Arfina Darmawati Dela Puspita Sari Deni Zulfiana Dita Widiyani Dzakiah ekawati Elisa Christiana Elvina Aulianisa Ely Kurniati Ermawar, Riksfardini A. Ernawati Fajriyati Inaku, Dwi Fatima Fatima Fatima Fausiyah Annisa Fausiyah Annisa Ica Fauziah Hakim Firdaus Sulaiman Firdaus Sulaiman, Firdaus Fitra Gustiar, Fitra FITRIYAH Friska Umi Puspita Sari Friska Umi Puspitasari Grace Gustina Hariati Harlina, Sitti Harningsih Karim Haryanti Haris Hasbahuddin, Hasbahuddin Hasnah Natsir Helena Hutapea, Bilferi I Gusti Ngurah Krisna Wijaya Ibnu Alfarobi Ibnu Haidir Ikhsan Alfandi Indah Lestari, Laras Indo Iya Mappaita Intan Beauty Kusnukiandany Iqbal Dzulfiqri Muhammad Toha Iramaya Sari Irawana, Wiwi Irma Irmawanti Jesika Selin Jimmy Malintang Joeharnani Tresnati Johar Amir Jonial Juharni Khozin, Khozin KHUSNUL YAQIN Komang Fridagustina Adnantara Komang Krishna Yogantara Kristina Barek Dohni Kriswanto Kudiantoro Widianto, Kudiantoro La Djawa, Awal Rahmad La Sunardin Laili Komariyah, Laili Ld. Muh. Ilham Lempan, Tasik Liasmin Lintang sri lestari Luthfatul Laeli Nur'Afita M, Yitra M. Iqbal Alifudin Mahmudah Mahmudah, Titik Marlina Marpuah, Dr. Marwidah Masriah Meli Amalia Merry Purnamasari Mery Hasmeda Meutia Nauly Michael William Sihombing Mira Misdayanti Misdayanti Mitra Asriani Moses Aripin Indah Setiawan Muflihah Baktiar Muh Asrul Muslim Muh. Anwar HM Muh. Ardiansyah Muh. Rifqy Aufa Daffa Muhammad Alim Kahfi Muhammad Ardiansyah Muhammad Rijal Bashri Mujahida Azzahra Mukhamad Nurhadi Murida Wiryanti Mustafa, Sitti Aisyah Nabila Nadiarti Nasir, Nur Asra Nawastuti, Nawang Nazihah Negara, Zaidan P. Niar, Hikma Nina Dwi Astuti Ninis Hadi Haryanti, Ninis Hadi Noor Taufik Hidayat Norma Juainah Nur Ishlah Rusman Nur, Ahmad Nurdiansah Nurdiansah, Nurdiansah Nurhijrah Nurul Ajira Nurul Pertiwi Dwi Widiatin Nurwahidah, Rizky Nur’Afita, Luthfatul Laeli Ode Yahyu Herliani Yusuf Omar Khalifa Burhan Pitri Pradita, Ganung Putri Rahma Dinda Rahayu Rahma Suci Hidayanti Rajma Ramadhan, Muhammad Deri Ramadhani, Arie Ramadiani Ramadiansyah Ramli, Siti R. Rangga Saputra Ratnawati, Siti Refi Anjani Resya Dwi Marselina Ria Muliana Ridhoi Meilona Purba Rifaldi Riko Iswantoro Ririn Ariyanti, Ririn Rismawati Rosmiati Rukhayati Rusnawati Sabila Nurfitria Saharuna , Zawiyah Sairun, Mujiono Salmawati Samria Samrina, Titin Saputra, Fery Prayoga Satriadi Seni, Muhamad Septian Trisyananda Siminto Sinulingga, Rahma F. Sita Heris Anita Siti Anisyah Siti Suwadah Rimang Sofian Wira Hadi Sri Dewi Rahmawati Sri Eka Juniarli Sri Harti Sri Sedar Marhaeni Sri Suciati Stevani Susilia Sudirman Sulistyaningsih, Lidwina N. Syahrul Ganda Sukmaya Syaifur Rahmatullah Abdul Rojak Syaifur Rahmatullah AR Syam, Nurul Tarizya Syam, Sriwidayani Syamsudduha T, Husain Tasrif Shandy Tompong, By Tri Agung Nusantara Kr. J. Unan Yusmaniar Oktiawati Usman Vidya Urbaningrum Urbaningrum Vio Ardana Listyandita Putra Vivin Wa Anasari Wa Ode Novika Wa Ufi Warsito Kawedar Widyatmike Gede Mulawarman Winaryati WULANDARI Yelsi Putriana Lama Yuliana Yuliana Yustina Romaida Efrianti BR Situmorang Z, Zahlimar Zainuddin, Rahmaniah