Epoch Analysis and Accuracy 3 ANN Algorithm using Consumer Price Index Data in Indonesia

Anjar Wanto, M. Fauzan, Dedi Suhendro, Iin Parlina, Bahrudi Efendi Damanik, Pani Akhiruddin Siregar, Nani Hidayati

2018

Abstract

This research uses Backpropagation Algorithm, Conjugate Gradient Fletcher-Reeves (CGFR) and Resilient. The purpose of this research is to see how much iteration and accuracy using this method compared with the level of iteration and accuracy in previous research using only backpropagation algorithm with Conjugate Gradient Fletcher-Reeves (CGFR) only in measuring consumer price index level. The data used as an example in this study is the Consumer Price Index (CPI) data based on foodstuffs sourced from the Central Statistics Agency Pematangsiantar Indonesia. There are 5 similar network architectures used in previous research and in this study for more objective results, including 12-6-1, 12-15-1, 12-24-1, 12-33-1 and 12- 34-1. In the previous study, the best architecture was 12-15-1, with epoch level when using backpropagation algorithm of 821 iterations with 75% accuracy and Gradient fletcher reeves of 2 iterations with 67% accuracy. While the results of this study using the same architecture will be obtained epoch of 19 iterations with an accuracy of 50%. So it can be concluded that the use of backpropagation algorithm and gradient fletcher reeves to produce iteration and accuracy level better when compared with Resilient Algorithm.

Paper Citation

in Harvard Style

Wanto A., Fauzan M., Suhendro D., Parlina I., Damanik B., Siregar P. and Hidayati N. (2018). Epoch Analysis and Accuracy 3 ANN Algorithm using Consumer Price Index Data in Indonesia. In Proceedings of the 3rd International Conference of Computer, Environment, Agriculture, Social Science, Health Science, Engineering and Technology - Volume 1: ICEST, ISBN 978-989-758-496-1, pages 35-41. DOI: 10.5220/0010037400350041

in Bibtex Style

@conference{icest18,
author={Anjar Wanto and M. Fauzan and Dedi Suhendro and Iin Parlina and Bahrudi Efendi Damanik and Pani Akhiruddin Siregar and Nani Hidayati},
title={Epoch Analysis and Accuracy 3 ANN Algorithm using Consumer Price Index Data in Indonesia},
booktitle={Proceedings of the 3rd International Conference of Computer, Environment, Agriculture, Social Science, Health Science, Engineering and Technology - Volume 1: ICEST,},
year={2018},
pages={35-41},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010037400350041},
isbn={978-989-758-496-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 3rd International Conference of Computer, Environment, Agriculture, Social Science, Health Science, Engineering and Technology - Volume 1: ICEST,
TI - Epoch Analysis and Accuracy 3 ANN Algorithm using Consumer Price Index Data in Indonesia
SN - 978-989-758-496-1
AU - Wanto A.
AU - Fauzan M.
AU - Suhendro D.
AU - Parlina I.
AU - Damanik B.
AU - Siregar P.
AU - Hidayati N.
PY - 2018
SP - 35
EP - 41
DO - 10.5220/0010037400350041