Indonesian Journal of Statistics and Its Applications
Vol 5 No 2 (2021)

Classification of Bidikmisi Scholarship Acceptance using Neural Network Based on Hybrid Method of Genetic Algorithm

N Cahyani (Department of Statistics, Universitas Nahdlatul Ulama Sunan Giri, Bojonegoro, Indonesia)
Sinta Septi Pangastuti (Department of Statistics, Universitas Padjadjaran, Sumedang, Indonesia)
K Fithriasari (Department of Statistics, Institut Teknologi Sepuluh November, Indonesia)
Irhamah Irhamah (Department of Statistics, Institut Teknologi Sepuluh November, Indonesia)
N Iriawan (Department of Statistics, Institut Teknologi Sepuluh November, Indonesia)



Article Info

Publish Date
30 Jun 2021

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.

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Journal Info

Abbrev

ijsa

Publisher

Subject

Computer Science & IT Mathematics Other

Description

Indonesian Journal of Statistics and Its Applications (eISSN:2599-0802): diterbitkan berkala 2 (dua) kali dalam setahun yang memuat tulisan ilmiah yang berhubungan dengan bidang statistika dan aplikasinya. Artikel yang dimuat berupa hasil penelitian bidang statistika dan aplikasinya dengan topik ...