Sinkron : Jurnal dan Penelitian Teknik Informatika
Vol. 7 No. 4 (2023): Article Research Volume 7 Issue 4, October 2023

Prediction of Student Graduation with the Neural Network Method Based on Particle Swarm Optimization

Nurdin, Hafis (Unknown)
Sartini, Sartini (Unknown)
Sumarna, Sumarna (Unknown)
Maulana, Yana Iqbal (Unknown)
Riyanto, Verry (Unknown)



Article Info

Publish Date
01 Oct 2023

Abstract

In private universities in Indonesia, student graduation is something that is worth paying attention to, because it will be an aspect of the success of the university. Universities certainly have data on students who graduated, where student graduation data is very important to be taken into consideration by private universities, however with a lot of data it will make it difficult for private universities to find information from this data. Other researchers have previously carried out student graduation data with the same data by examining student graduation data using other methods. So we need a data mining algorithm that has never been tested on student graduation data. The method used is the neural network method with an optimization method, namely the particle swarm optimization method, to test the data, which will later produce information that is very useful for universities. After testing the student graduation data and getting accuracy results using the neural network method of 84.55% and after being optimized using the particle swarm optimization method, the accuracy results were optimal with a value of 86.94%. These results can be used by private universities to predict that students will graduate on time before they take their final semester so that the student graduation rate will be high.

Copyrights © 2023






Journal Info

Abbrev

sinkron

Publisher

Subject

Computer Science & IT

Description

Scope of SinkrOns Scientific Discussion 1. Machine Learning 2. Cryptography 3. Steganography 4. Digital Image Processing 5. Networking 6. Security 7. Algorithm and Programming 8. Computer Vision 9. Troubleshooting 10. Internet and E-Commerce 11. Artificial Intelligence 12. Data Mining 13. Artificial ...