JURNAL MATEMATIKA STATISTIKA DAN KOMPUTASI
Vol. 20 No. 2 (2024): JANUARY 2024

Klasifikasi Kelayakan Penerima Bantuan Program Keluarga Harapan Di Desa Cinta Rakyat Menggunakan Metode Weighted Naive Bayes Dengan Laplace Smoothing

Nurjannah Nurjannah (Universitas Islam Negeri Sumatera Utara)
Hendra Cipta (University Islam Negeri Sumatera Utara)
Rima Aprilia (University Islam Negeri Sumatera Utara)



Article Info

Publish Date
24 Dec 2023

Abstract

The Indonesian government sometimes faces difficulties in dealing with poverty problems.  The Indonesian government utilizes a number of programs and stimulants to overcome the problem of poverty.  The government's PKH program offers conditional assistance to low-income families who have been designated as PKH recipient households.  PKH provision is still below optimal standards, this may be because the data used is not updated frequently.  To assist village officials in determining which residents are eligible to receive PKH assistance, this research tries to classify the eligibility of recipient residents in Cinta Rakyat Village.  With the Weighted Naive Bayes method, classification calculations are not only based on probability distributions but also by adding weights to each attribute to the class.  Assisted with Laplace Smoothing to avoid a probability value of 0. As a result, there are eight factors that determine a person's eligibility to receive PKH assistance, including age, occupation, income, number of family members, number of dependent school children, quality of house, type of floor, and type of walls. As well as classification into eligible and non-eligible groups.  And obtained test results using the Confusion Matrix with an accuracy value of 95.65%, error rate of 4.34%, sensitivity of 100% and specificity of 94.74%.  To identify village communities who deserve PKH assistance, Cinta Rakyat Village administrators can use the findings of this research.  

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Journal Info

Abbrev

jmsk

Publisher

Subject

Mathematics

Description

Jurnal ini mempublikasikan paper-paper original hasil-hasil penelitian dibidang Matematika, Statistika dan Komputasi ...