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Lukman Lukman
Department of Instrumentation and Electronic, STTMigas Balikpapan
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Journal : SAP (Susunan Artikel Pendidikan)

 1 
Komparasi Algoritma Multilayer Perception dan Support Vector Machine dalam Pemilihan Beasiswa

SAP (Susunan Artikel Pendidikan) Vol 2, No 1 (2017): SAP
Publisher : Universitas Indraprasta PGRI Jakarta

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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 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 Fakhrudin, Muhammad Fibriani, Fini Fitriani agustina Giri Sucahyo, Yudho 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 Lily Surayya Eka Putri, Lily Surayya Eka M Azhar Irwansyah, M Azhar Maivira, Enjelia Maulana, Khaidir Muhammad Ichsan Munanjar, Azwar Mutia Dwi Haryanti, Mutia Dwi Nita Wijayanti, Ni Putu Noprisson, Handrie Nurdin Nurdin Nurdin, Muh. Nur Hidayat Nurul Fitroh, Nurul Ovra, Ovra Putra, Ganesh Rahmat Hidayat Ramlah Ramlah 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 Yanti, Marince Fitri Yuliantini, Nani Zainur, Zainur Zulfiar, Edy