Comparison of Data Mining Classification Algorithm Performance for Data Prediction Type of Social Assistance Distribution

Moh Hidayat Koniyo, Made Sudarma

2019

Abstract

Data on the distribution of social assistance consisting of 11 types of assistance needs to be optimized through the application of classification algorithms to predict the receipt of types of assistance. Data on aid distribution was obtained from the Department of Social Services of Gorontalo City. The data will then be used to build a classification model with the Decision Tree C4.5 algorithm and Neural Network. Furthermore, it will be evaluated using the confusion matrix method with several testing parameters. The classification model and evaluation process are carried out using WEKA 3.8.3 data mining tools. Evaluation results are then compared and analysed so that the algorithm with the best model and performance is selected based on the accuracy and classification modelling categories on the ROC (Receiver Operating Characteristic) curve, to be used in predicting new data in the form of prospective recipient social assistance data.

Paper Citation

in Harvard Style

Koniyo M. and Sudarma M. (2019). Comparison of Data Mining Classification Algorithm Performance for Data Prediction Type of Social Assistance Distribution.In Proceedings of the International Conferences on Information System and Technology - Volume 1: CONRIST, ISBN 978-989-758-453-4, pages 336-342. DOI: 10.5220/0009910003360342

in Bibtex Style

@conference{conrist19,
author={Moh Hidayat Koniyo and Made Sudarma},
title={Comparison of Data Mining Classification Algorithm Performance for Data Prediction Type of Social Assistance Distribution},
booktitle={Proceedings of the International Conferences on Information System and Technology - Volume 1: CONRIST,},
year={2019},
pages={336-342},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009910003360342},
isbn={978-989-758-453-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the International Conferences on Information System and Technology - Volume 1: CONRIST,
TI - Comparison of Data Mining Classification Algorithm Performance for Data Prediction Type of Social Assistance Distribution
SN - 978-989-758-453-4
AU - Koniyo M.
AU - Sudarma M.
PY - 2019
SP - 336
EP - 342
DO - 10.5220/0009910003360342