International Journal of Social Service and Research
Vol. 3 No. 11 (2023): International Journal of Social Service and Research (IJSSR)

Crisp-DM Implementation for Elderly Social Protection

Wahyu Sarjono (Information System and Management, BINUS University)
Muhamad Samiaji (Information System and Management, BINUS University)



Article Info

Publish Date
19 Nov 2023

Abstract

In Jakarta, social assistance is available for specific categories of older adults but is given by Conditional Cash Transfer (CCT). Technical assistance is based on a database of beneficiaries and its mining due to the regulation registry. The sub-national social government maintains a Mining database. The author uses a database in one of the districts as a case study. The author uses Crisp DM to understand this social welfare problem because it has its logic of understanding, the logic and the details of pre-processing the data. Then, to decide, used a Support Vector Machine (SVM) as a model and tested it with cross-validation. To obtain the classification accuracy formed from the data processing results. This research aims to see the predictive results of the distribution of KLJ program assistance. Then, answer the form of modeling to create a decision system for the distribution of KLJ. For this reason, SVM is used to make decisions related to social assistance issues.  In the SVM, which consists of two classes, it can be interpreted that one class contains “stop” while the other “receive”. However, there are offers bias in the data processing, with the "if" condition. The data processing reaches 100% accuracy and gets SVM kernel weight.

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Journal Info

Abbrev

ijssr

Publisher

Subject

Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Social Sciences

Description

International Journal of Social Service and Research is a double-blind, peer-reviewed academic journal with open access to social and scientific fields. The journal is published monthly by Ridwan Institute. International Journal of Social Service and Research provides a means for sustained ...