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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. Mulkaida Istiqomah A. Ratna Sari M Abdul Karim Abidin, Jaenal Achmad Zulfajri Syaharuddin Agus Kurniawan B Agus Slamet Ahmad Yani Ahyar Ahmad Ainurafiq Al Ikhlas Aldina Lestari Alfina, Aisyah Eka Alifah Dhiah Qanifah Lestari Amalia, Nurlaeli Amaliah, Rezky Ambo Dalle Anaguna, Nursyam Andi Abd. Muis Andi Bahrun Syam Andi Nurlaily Andi Suswani Andikayani, Dian Andini Andre maulana Anggraeni Angraini Anita Rahayu Annissa Valentina Aprilia Apriyanti, Fhertyna Arfah, Rugaiyah Asdinar Asmirah Khusnul Yuliana Asmirati Asniar, Wd. Devi Auti, Asmin Baharuddin Baharuddin, Suci Maulidya Bahtiar, Akbar Bhisma Murti BUDI SAKSONO Chairunnisya, Tara Christian, Elvin Cucut Susanto, Cucut Cut Azizah D. Wulan Azzahra Damayani, Indah Ashary Damayanti, Arfina Darmawati Deni Zulfiana Dewi Mitra Maulidyah Disti Apriani Dzakiah ekawati Elina Bayusri Ely Kurniati Erma Yani Ermawar, Riksfardini A. Ernawati Ernawita Eva Fitri Fachrul Achsan Saputra Fajriyati Inaku, Dwi Fakhrini, Rifa Rizkia Faridha Nasir Fatima Fatima Gita Mutmaina Fausiyah Annisa Fausiyah Annisa Ica Firdaus Sulaiman Firdaus Sulaiman, Firdaus Fitra Gustiar, Fitra FITRIYAH Grace Hakim, Fauziah Halus Satriawan Hariati Harlina, Sitti Harliwan Harningsih Karim Haryanti Haris Hasbahuddin, Hasbahuddin Hasnah Natsir Heppi Naomi Lastio Sihombing Hikma Niar hikmahwaty Husnaeni Hutapea, Bilferi I Gusti Ngurah Krisna Wijaya Ibnu Alfarobi Iis Setiofani Ikhsan Alfandi Indah Lestari, Laras Indasari, Sri Suci Indo Iya Mappaita Inur Lailatul Muawanah Iramaya Sari Irma Isma Yulia Sofiani Jesika Selin Jimmy Malintang Joeharnani Tresnati Johar Amir Jonial Kartika Firdasari Khozin, Khozin KHUSNUL YAQIN Komang Fridagustina Adnantara Komang Krishna Yogantara Kriswanto Kudiantoro Widianto, Kudiantoro Kurniawati La Djawa, Awal Rahmad La Sunardin Ld. Muh. Ilham Lempan, Tasik Liasmin Listanty Widya Anggraeni Luthfatul Laeli Nur'Afita M, Yitra M. Iqbal Alifudin Mahmudah Mahmudah, Titik Maria Ulviani Marlina Marwidah Merry Purnamasari Mery Hasmeda Metilda Meutia Nauly Michael William Sihombing Mira Misdayanti Misdayanti Mitra Asriani Moses Aripin Indah Setiawan Muflihah Baktiar Muh. Ardiansyah Muh. Rifqy Aufa Daffa Muhammad Alim Kahfi Muhammad Ardiansyah Muhammad Irham Tuppu Muhammad Rijal Bashri Munir Salham Murida Wiryanti Mustafa, Sitti Aisyah Mustakima Na'imah 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 Nurhikmayana Janna Nurmiati Nurul Fitrasari Nurul Pertiwi Dwi Widiatin Nurwahidah, Rizky Ode Yahyu Herliani Yusuf Omar Khalifa Burhan Pitri Pradita, Ganung Rachel Andrea Rahayu Rahmatiah Thahir Rajma Ramadhani, Arie Ramadiansyah Ramli, Siti R. Rangga Saputra Rapita Purba Retna Anggitaningsih Ridhoi Meilona Purba Rifaldi Riko Iswantoro Riskayanti Rismawati Rohma, Wasilatur Rosmiati Rukhayati Rusliana Rusnawati Sabaruddin Saharuna , Zawiyah Sairun, Mujiono Salmawati Samria Samrina, Titin Saputra, Fery Prayoga Satriadi Seni, Muhamad Septian Trisyananda Sherly 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 St. Nurhayati Ali Stevani Susilia Sudirman Sulistyaningsih, Lidwina N. Syahrul Ganda Sukmaya Syaifur Rahmatullah Abdul Rojak Syaifur Rahmatullah AR Syam, Nurul Tarizya Syam, Sriwidayani Syamsudduha Syamsuriani T, Husain Tasrif Shandy Tompong, By Tri Agung Nusantara Kr. J. Unan Yusmaniar Oktiawati Usman Vidya Urbaningrum Vidya urbaningrum vidya Vio Ardana Listyandita Putra Vivin Wa Anasari Wa Ode Novika Wa Ufi Wama Wati Warsito Kawedar Yelsi Putriana Lama Yuliana Yuliana Yuliati Yusuf Z, Zahlimar Zainuddin, Rahmaniah Zidny, Irvan