IJECA (International Journal of Education and Curriculum Application)
Vol 1, No 1 (2018): April

Support Vector Regression for Modeling Effect of Education Rate on Life Expectancy Rate in Indonesia

Muhammad Ghazali (STKIP Taman Siswa Bima)
Ita Fitriati (STKIP Taman Siswa Bima)
Ramdani Purnamasari (STKIP Taman Siswa Bima)



Article Info

Publish Date
07 Sep 2023

Abstract

Life Expectancy Rate is the average number of years of life that is lived by someone who has reached a certain age. Life Expectancy is a tool to evaluate the government performance in improving the prosperity of the people. Studies on the factors that influence Life Expectancy Rate are needed to reach more accurate mathematics model to provide a better consideration for the government to determine the direction of future development policies. The data used in this study were derived from SUSENAS data with the objects of observations are all districts/cities in Indonesia in 2012. In this research, Support Vector Regression (SVR) method is used to estimate the effect of education factor which is represented by length of education by years (X) on Life Expectancy Rate (Y). Support Vector Regression (SVR) model in this research used several different kernels such asĀ  polynomial kernel, RBF and Exponential RBF (ERBF) to find the best model. The best model criterion is the model that produces the largest R2 value. The best model resulted in this research is a model that uses Exponential RBF kernel.

Copyrights © 2018






Journal Info

Abbrev

IJECA

Publisher

Subject

Computer Science & IT Education Languange, Linguistic, Communication & Media Mathematics Social Sciences

Description

IJECA (International Journal of Education and Curriculum Application) is a journal managed by Muhammadiyah University of Mataram, as a forum for scientific publication in the field of Education and Curriculum and its application. The Editorial Team receives the results of studies, research and ...