Jaringan Saraf Tiruan Untuk Memprediksi Tingkat Pemahaman Sisiwa Terhadap Matapelajaran Dengan Menggunakan Algoritma Backpropagation

Solikhun Solikhun, M. Safii, Agus Trisno

Abstract


Prediction of students 'understanding of the subject is important to know the extent to which the students' understanding of the subjects presented by educators when teaching and learning activities and to determine the ability of educators in delivering subjects. Artificial Neural Network to predict the level of students' understanding of subjects using backpropagation learning algorithm uses several variables: Knowledge, skills / abilities, assessment and workload and guidance and counseling. Backpropagation learning algorithm is applied to train eight indicators to predict the level of students' understanding of the subjects. The test results obtained by the student's understanding level prediction accuracy rate of 90% with a 6-5-1 architecture.

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References


Yani, E. Nurul M. Sukarno,” Perancangan Dan Implementasi Jaringan Saraf Tiruan Backpropagation Untuk Mendiagnosa Penyakit Kulit”,2005.

Maharani D. Wuryandari. Aji Sudarsono, “Jaringan Syaraf Tiruan Untuk Memprediksi Laju Pertumbuhan Penduduk Menggunakan Metode Bacpropagation (Studi Kasus Di Kota Bengkulu)”, Bengkulu,2016.

Agus Perdana Windarto, “Implementation of Neural Networks in Predicting the Understanding Level of Students Subject,” Int. J. Softw. Eng. Its Appl., vol. 10, no. 10, pp. 189–204, 2016.

McCarthy, M. Dahria,” Jurnal SAINTIKOM. LPM STMIK TRI GUNA DARMA. Sumatera Utara”, Medan, 2008.

Maria Agustin,” Penggunaan Jaringan Syaraf Tiruan Backpropagation Untuk Seleksi Penerimaan Mahasiswa Baru Pada Jurusan Teknik Komputer Di Politeknik Negeri Sriwijaya”, Semarang,2012

Simon Haykin, Irma Handayani,”. Peramalan Beban Tenaga Listrik Jangka Pendek Menggunakan Metode Jaringan Syaraf Tiruan”, Banten,2012.




DOI: http://dx.doi.org/10.30645/j-sakti.v1i1.26

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