Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Vol 2 No 6 (2018): Juni 2018

Klasifikasi Calon Penerima Bantuan Keluarga Miskin Menggunakan Metode Learning Vector Quantization (LVQ) (Studi Kasus: Daerah Kecamatan Mlandingan, Situbondo)

Rio Arifando (Fakultas Ilmu Komputer, Universitas Brawijaya)
Nurul Hidayat (Fakultas Ilmu Komputer, Universitas Brawijaya)
Arief Andy Soebroto (Fakultas Ilmu Komputer, Universitas Brawijaya)



Article Info

Publish Date
12 Sep 2017

Abstract

In an effort to reduce poverty, the government of Mladingan sub-district, Situbondo provides social funds for society categorized as low class society, the fund is given based on an assessment of several indicators, determined by the government and made to assist the government staff in classifying the families who deserve it, so that the distribution of fund is well-targeted. This study aims to design a system that can classify the society by assessing them as fund beneficiaries or not. Classification method used in this study is Learning Vector Quantization. The data input of the prospective beneficiaries through data transformation process will result as data weight, which is used in the classification process. Weighting data are done by giving such score according to each parameter. The object used in this study is the data collection of the Families in Mlandingan Subdistrict, Situbondo. The family data contain 7 poverty parameters including age, the number of the family members, income, outcome, housing conditions, home ownership status, and educational level. This study uses five test scenarios that resulted a recommendation value of learning rate 0.1, decrement learning rate 0.1, training data as 30%, minimum learning rate 0.01 and maximum number of iterations 2. Accurate results obtained is 98%.

Copyrights © 2018






Journal Info

Abbrev

j-ptiik

Publisher

Subject

Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Engineering

Description

Jurnal Pengembangan Teknlogi Informasi dan Ilmu Komputer (J-PTIIK) Universitas Brawijaya merupakan jurnal keilmuan dibidang komputer yang memuat tulisan ilmiah hasil dari penelitian mahasiswa-mahasiswa Fakultas Ilmu Komputer Universitas Brawijaya. Jurnal ini diharapkan dapat mengembangkan penelitian ...