MODELING STUDENT GRADUATION IN PTN ENTRANCE SELECTION THROUGH REPORT CARD SCORES USING STOCHASTIC GRADIENT DESCENT CLASSIFICATION

  • Firman Matiinu Sigit Universitas Tulungagung
  • Rachmawati Findiana Universitas Tulungagung
Keywords: Public University, Report Score, Stochastic Gradient Descent

Abstract

There are many ways to enter state universities in Indonesia, namely by taking an entrance test selection or by selecting a report card. The simplest way is to take part in the section based on report card scores because students are not tired of preparing to take part in the selection. Still, in the Mojokerto area, guidance and counseling teachers do not know whether students' report card scores meet the requirements or do not meet the criteria to take part in the selection, and student selection is still being carried out. Manually after that, the teacher provides a letter of recommendation to take part in the section of students who are deemed to meet the criteria. In this experiment, we tried to build a prediction machine based on existing data, so it is hoped that this machine can provide an overview for consideration for guidance and counseling teachers to give recommendations to students who meet the criteria. From this experiment, a training set with 2764 data was studied using the Stochastic Gradient Descent Algorithm and gave a recall score = 0.178, precision = 0.394, and F1 score = 0.245.

References

Rachmawati Findiana. (2021). Classification of Student Graduation in State University Entrance Selection through the Report Card Score Route using the Support Vector Machine Method. Sepuluh Nopember Institute of Technology.
Aurelien Geron. (2019). Hands-on Machine Learning with Scikit-Learn and TensorFlow. O'Reilly.
Will Koehrsen, 2018. Overfitting vs. Overfitting Underfitting: A Complete Example. Retrieved August 20, 2023, fromhttps://towardsdatascience.com/overfitting-vs-underfitting-a-complete-example-d05dd7e19765.
Cross Validation (2019). Cross Validation — Why & How. Retrieved July 25, 2023, fromhttps://towardsdatascience.com/cross-validation-430d9a5fee22.
Published
2023-12-30
How to Cite
Firman Matiinu Sigit, & Rachmawati Findiana. (2023). MODELING STUDENT GRADUATION IN PTN ENTRANCE SELECTION THROUGH REPORT CARD SCORES USING STOCHASTIC GRADIENT DESCENT CLASSIFICATION. INTERNATIONAL SEMINAR, 5, 299-308. Retrieved from https://conference.unita.ac.id/index.php/conference/article/view/130