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All Journal SIGNIFIKAN Millah: Jurnal Studi Agama Jurnal Unisia TEKNIK METANA Indonesian Journal of Economics and Bussiness Jurnal Kedokteran Hewan JURNAL TEKNOLOGI LINGKUNGAN Jurnal Konseling dan Pendidikan International Journal on Advanced Science, Engineering and Information Technology AL KAUNIYAH Legal Opinion Jurnal Simetris CHEMICA Jurnal Teknik Kimia PREDIKSI Jurnal Online Mahasiswa (JOM) Bidang Keguruan dan Ilmu Pendidikan Jurnal Inovasi Teknologi Pendidikan Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan JURNAL ILMU BUDAYA JAKPP : Jurnal Analisis Kebijakan & Pelayanan Publik KAREBA : Jurnal Ilmu Komunikasi Jurnal Sistem dan Teknologi Informasi (JustIN) Jurnal Abdimas BSI: Jurnal Pengabdian Kepada Masyarakat Jurnal Taman Vokasi Jurnal Ilmiah Universitas Batanghari Jambi Turbo : Jurnal Program Studi Teknik Mesin ANIMAL PRODUCTION Risâlah, Jurnal Pendidikan dan Studi Islam Faktor Exacta Majalah Ilmiah Biologi BIOSFERA: A Scientific Journal Jurnal PGSD: Jurnal Ilmiah Pendidikan Guru Sekolah Dasar Jurnal Riset Pendidikan Dasar Jurnal Masyarakat Mandiri - JMM Linguistics and Elt Journal JURNAL GEOGRAFI Jurnal Ilmiah Mahasiswa Fakultas Ilmu Sosial & Ilmu Politik Jurnal BISNIS & KEWIRAUSAHAAN Jurnal Ilmu Kesehatan Masyarakat JURNAL PENDIDIKAN TAMBUSAI Jurnal POLIMESIN Jurnal Psikologi Sosial ComTech: Computer, Mathematics and Engineering Applications Jurnal Teknologi Pertanian Andalas SAP (Susunan Artikel Pendidikan) Ekonis: Jurnal Ekonomi dan Bisnis AJAR : Atma Jaya Accounting Research SIMAK : Jurnal Sistem Informasi, Manajemen, dan Akuntansi Jurnal Agrium Qiyas : Jurnal Hukum Islam dan Peradilan
Lukman Lukman
Department of Instrumentation and Electronic, STTMigas Balikpapan
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Public Health Social Sciences Veterinary Other

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Journal : SAP (Susunan Artikel Pendidikan)

 1 
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