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Classification of Bidikmisi Scholarship Acceptance using Neural Network Based on Hybrid Method of Genetic Algorithm N Cahyani; Sinta Septi Pangastuti; K Fithriasari; Irhamah Irhamah; N Iriawan
Indonesian Journal of Statistics and Applications Vol 5 No 2 (2021)
Publisher : Statistics and Data Science Program Study, SSMI, IPB University, in collaboration with the Forum Pendidikan Tinggi Statistika Indonesia (FORSTAT) and the Ikatan Statistisi Indonesia (ISI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/ijsa.v5i2p396-404

Abstract

A Neural network is a series of algorithms that endeavours to recognize underlying relationships in a set of data through processes that mimic the way human brains operate. In the case of classification, this method can provide a fit model through various factors, such as the variety of the optimal number of hidden nodes, the variety of relevant input variables, and the selection of optimal connection weights. One popular method to achieve the optimal selection of connection weights is using a Genetic Algorithm (GA), the basic concept is to iterate over Darwin's evolution. This research presents the Neural Network method with the Backpropagation Neural Network (BPNN) and the combined method of BPNN with GA, where GA is used to initialize and optimize the connection weight of BPNN. Based on accuracy value, the BPNN method combined with GA provides better classification, which is 90.51%, in the case of Bidikmisi Scholarship classification in East Java.
Co-Authors Adatul Mukarromah Adi Slamet Kusumawardana Almuhayar, Mawanda Andayuri, Naufal Raihan Ani Budi Astuti Anindya Apriliyanti Pravitasari Arif Nur Wijiyanto Asdar Asdar Ayundyah Kesumawati Bagas Wahyu Yoga Priambodo Cicilia Ajeng Pratiwi Devi Putri Isnarwaty Dona Adityas Dwi E. Kusrini Dwi Endah Kusrini Dwi Listya Nurina Eka Apriliani Eliya Ainul Farri Elly Pusporani Erna Dwi Nurindah Sari Faiqah, Elok Ferigo Taufani Tri Hakiki Ferriastuti, Widiana Fithriasari, Kartika Gede Suwardika Hamdani, Aldan Maulana Hanna Silia Kartidan Hendro Nurhadi Heri Kuswanto Heri Kuswanto Ifayanti Rohmatul Hidayah Ilafi Andalita Irfan Wahyudi Isnaini P Dewi Jefry Pranata Maulana K Fithriasari Kiki Wulan Suci Kinanti Hanugera Gusti Mashuri Mashuri Mochammad Farros Fatchur Roji Moh Ali Asfihani Mohammad Naufal Abdullah Muhammad Abid As Sarofi muhammad mashuri N Cahyani N Iriawan Nadhifa Ayu Shafirra Ni Luh Putu Ika Candrawengi Ni Putu Budi Setianingsih Nur Aini Rakhmawati Nur Iriawan Nur Iriawan Nursya’bani Hendro Prabowo Paramita, NLP Satyaning Pradnya Pratnya Paramitha Oktaviana Priady, Farrel Edgarrafi Purhadi Purhadi Ramadhana Dio Gradianta Reza Mustofa Rizka Widya Permatasari Rr. Sekar Kalaksita Santi Puteri Rahayu Santi Wulan Purnami Sinta Septi Pangastuti Siti Qomariyah Sulistianingrum Sulistianingrum Sutikno Sutikno Syahriah Madjid Syarifah Diana Permai Taufik Azmi Tesalonika Putri Wahyu Wulan Fitriah Widhianingsih, Tintrim Dwi Ary Wirajaya Kusuma Wiwiek Setya Winahju Wiyli Yustanti Yulita Nurvitasari