Sistem Pendukung Keputusan Penentuan Uang Kuliah Tunggal Universitas XYZ Menggunakan Algoritma Backpropagation
Autor: | Raden Muhamad Firzatullah |
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Rok vydání: | 2021 |
Předmět: |
Data processing
Decision support system Class (computer programming) Data collection Operations research Computer science Backpropagation Multilayer Perceptron Student's Single Tuition Fee Variable (computer science) Multilayer perceptron General Earth and Planetary Sciences General Environmental Science Computer technology |
Zdroj: | PETIR; Vol. 14 No. 2 (2021): PETIR (Jurnal Pengkajian Dan Penerapan Teknik Informatika); 170-180 |
ISSN: | 2655-5018 1978-9262 |
DOI: | 10.33322/petir.v14i2.996 |
Popis: | The determination of the student's single tuition fee grade at XYZ University still faces problems, one of which is the inconsistency of supporting variables which change each year based on the number of students and the level of student welfare. Determination of the class of student's single tuition fee based on the web that applies the backpropagation algorithm is designed to produce an adaptive decision-making system for changing variable determinants so that every year it is not necessary to adjust the weight in determining the student's single tuition fee group. In building a decision support system to determine the student's single tuition fee group, there are several stages including data collection, data processing, backpropagation implementation, evaluation and presentation of the model, and implementation of a web-based decision support system. During the evaluation and presentation of the model, several experiments were carried out by considering various parameters to get the best accuracy results. The accuracy of the best model produced in this study reached 86% with output in the form of a web-based decision support system that is ready to be managed by the Center for Information and Computer Technology (PUSTIKOM) of XYZ University for use by new students. |
Databáze: | OpenAIRE |
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