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Journal : SAP (Susunan Artikel Pendidikan)

Komparasi Algoritma Multilayer Perception dan Support Vector Machine dalam Pemilihan Beasiswa Lukman, Lukman; Sunoto, Imam
SAP (Susunan Artikel Pendidikan) Vol 2, No 1 (2017): SAP
Publisher : Universitas Indraprasta PGRI Jakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (561.528 KB) | DOI: 10.30998/sap.v2i1.1730

Abstract

A smart and intelligent generation is needed to develop a Nation and State. One of important factors to create this generation is education. However, there are still many students with great skill and potential who can not continue their study at school because they are financially disadvantaged. Fortunately, there are also many of them who earn scholarship. Yapimda has donation both from the government in the form of BOS (School Operational Aid) and from other parties. Yet, there is no exact measurement to determine the eligibility of students to be awarded scholarship. In education environment, especially at school, there must be some regulations or classifications in determining students to be given scholarship. Therefore, this research conducts an algorithm comparison between Multilayer Perceptron (MLP) and Support Vector Machine (SVM) to be applied to the data of students receiving scholarship. The purpose of the research is to measure the accuracy level of 2 algorithms compared in selecting potential recipients of scholarship in SMK YAPIMDA Jakarta. The test result by measuring the performance of the two algorithms using a Cross Validation test method, Confusion Matrix and ROC Curve, shows that algorithm of Multilayer Perceptron (MLP) has the highest accuracy of 85.82%, while algorithm of Support Vector Machine (SVM) has the lowest accuracy of 83.98 %.
Co-Authors Achmad Haikal, Achmad Achmad Supriyanto Agus Dwi Anggono Amsal Amri Andi Alimuddin Unde, Andi Alimuddin Anzalena, Ria Aptensi, Fenny Ardian, Ani Ari Susandy Sanjaya, Ari Susandy Arif Wijaya Arskadius A, Mohd. Asbah, Asbah Aswin Fitriansyah, Aswin Burhanuddin Burhanuddin Casanova, Gusti Chrismadha, T Dadi, Sri Deden Ibnu Aqil, Deden Ibnu Dila, Ratna Djuwita, Puspa Dwi Anggraini Fadma, Mike Wahyu Fakhrudin, Muhammad Fibriani, Fini Fitriani agustina Giri Sucahyo, Yudho Gupron, Ahmad Hamidah Hamidah Harry Dhika, Harry Hartono Hartono Helfi Nasution Herawati Jaya Herman Yasin Hidayati Hidayati Hijril, Hijril Hujair A.H. sanaky Hustarna Hustarna, Hustarna I Wayan Lanus Sumadiasa, I Wayan Lanus Ilham Ilham Imam Sunoto, Imam Indra Sensuse, Dana Indrawan, Donny Ishartiwi Ishartiwi Joko Marwoto Karjiyati, Victoria La'bi, Obertus Bilang Lalu Ahmad Zaenuri, Lalu Ahmad Lily Surayya Eka Putri, Lily Surayya Eka M Azhar Irwansyah, M Azhar Maivira, Enjelia Maryami, Maryami Maulana, Khaidir Muhammad Ichsan Munanjar, Azwar Mutia Dwi Haryanti, Mutia Dwi Mutiara, Rahma Nita Wijayanti, Ni Putu Noprisson, Handrie Nurdin Nurdin Nurdin, Muh. Nur Hidayat Nurul Fitroh, Nurul Oscar Yanuarianto, Oscar Ovra, Ovra Putra, Ganesh Rahmat Hidayat Ramlah Ramlah Resnani, Resnani Resnani, Resnani Rodiah Rodiah Rohmatin, Fitriyah Saifuddin Saifuddin Samsul Hadi Sanjaya, Ari Susandy Sarjito Sarjito Septian, Rio Silvia Silvia Srivani, Musbatik Subekti, Mohammad Sudarso, J Susi Susanti Suwandi Ng Triwani Triwani Uddin, Faqih Burhan vierto, vierto Weriantoni, Weriantoni Wiratama, Richard Yanti, Marince Fitri Yuliantini, Nani Yusuf, Syahril Zainur, Zainur Zulfiar, Edy