International Journal of Basic and Applied Science
Vol. 11 No. 1 (2022): June: Basic and Applied Science

Determination of the Best Accuracy Model for Predicting Average Years of Schooling using the Fletcher Reeves Algorithm

Ihsan Daulay (STIKOM Tunas Bangsa Pematangsiantar)
Mochamad Wahyudi (Universitas Bina Sarana Informatics)
Solikhun (STIKOM Tunas Bangsa Pematangsiantar)
Lise Pujiastuti (STMIK Antar Bangsa)



Article Info

Publish Date
29 Jun 2022

Abstract

The average length of schooling is an important and significant factor in looking at the quality of an individual human being, with increasing the quality of human resources it can increase access to decent work which also promises a stable economic income, and to some extent affects the economy in a country. Therefore, a prediction was made. This prediction method uses the Fletcher Reeves algorithm which is an artificial neural network algorithm method for data prediction. However, this paper does not discuss the results of the prediction, but discusses the ability of the Fletcher Reeves neural network algorithm to predict data. The research dataset used in this study is data on the average length of schooling in North Sumatra Province from 2015-2020, this dataset was taken from BPS North Sumatra. The data is then formed into 5 models, namely 2-10-1, 2-15-1, 2-20-1, 2-25-1, 2-30-1. -30-1 with an MSE value of 0.000430727. With these results the 2-30-1 architectural model gets the lowest score, so it can be concluded that the model can be used to predict the average length of schooling in North Sumatra Province.

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Journal Info

Abbrev

ijobas

Publisher

Subject

Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Physics

Description

International Journal of Basic and Applied Science provides an advanced forum on all aspects of applied natural sciences. It publishes reviews, research papers, and communications. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. ...