Analisis Data Mining Menggunakan Algoritma C 4.5 Dalam Memprediksi Penerima Bantuan Sosial

Leonardo Yemi(1*), Sarjon Defit(2), S Sumijan(3),

(1) Universitas Putra Indonesia “YPTK” Padang, Indonesia
(2) Universitas Putra Indonesia “YPTK” Padang, Indonesia
(3) Universitas Putra Indonesia “YPTK” Padang, Indonesia
(*) Corresponding Author

Abstract


Poverty is one of the highest problems most often experienced by various developing countries, there are many ways to overcome the purpose of social assistance is to overcome poverty, social assistance is usually provided by the government and non-profit organizations to groups of people who have economic limitations. The purpose of this study was to help recipients of social assistance to be right on target and can help people with limitations. One of the techniques used in data analysis is data mining. This study identifies recipients of social assistance using data mining efficiently and fairly. and testing the rapidminer application in the prediction process using the C4.5 algorithm. This research dataset uses 80 data based on data on recipients of social assistance in the Jati sub-district, Padang city. The results of the C4.5 algorithm performance test were able to present prediction analysis output with a very good level of accuracy, namely 93.75%. These results are quite evident that the C4.5 algorithm is able to present maximum prediction output in determining recipients of social assistance in the Jati sub-district, Padang city for the next period. Based on these results, it can facilitate and accelerate decision-making related to determining the receipt of social assistance by applying the C4.5 algorithm and can provide more accurate results.

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References


Boy Sandy Dwi Nugraha.H, S. Defit, And G. Widi Nurcahyo, “Algoritma C4.5 Untuk Prediksi Bimbingan Siswa Berdasarkan Tipologi Hippocrates-Galenus,” Jurnal Teknoif Teknik Informatika Institut Teknologi Padang, Vol. 11, No. 1, Pp. 1–8, 2023, Doi: 10.21063/Jtif.2023.V11.1.1-8.

F. Pirmansyah And T. Wahyudi, “Implementasi Data Mining Menggunakan Algoritma C4.5 Untuk Prediksi Evaluasi Anggota Satuan Pengamanan Studi Kasus Pt. Yimm Pulogadung,” Jurnal Indonesia : Manajemen Informatika Dan Komunikasi, Vol. 4, No. 3, Pp. 1566–1580, Sep. 2023, Doi: 10.35870/Jimik.V4i3.370.

A. Nadira And F. Utami, “Implementasi Data Mining Dalam Mengidentifikasi Faktor Pasien Yang Berpotensi Mengalami Obesitas Menggunakan Algoritma C4.5,” 2024.

M. Roghib, N. Rahaningsih, And R. D. Dana, “Penerapan Algoritma C4.5 Untuk Seleksi Penjurusan Siswa Baru Pada Sekolah Menengah Kejuruan (Studi Kasus: Smk Plus Al-Hilal Arjawinangun),” 2024.

D. Ruswanti, D. Susilo, And R. Riani, “Implementasi Crisp-Dm Pada Data Mining Untuk Melakukan Prediksi Pendapatan Dengan Algoritma C.45,” Go Infotech: Jurnal Ilmiah Stmik Aub, Vol. 30, No. 1, Pp. 111–121, Jun. 2024, Doi: 10.36309/Goi.V30i1.266.

M. Anjas Aprihartha Et Al., “Penyelesaian Masalah Ketidakseimbangan Data Melalui Teknik Oversampling Dan Undersampling Pada Klasifikasi Siswa Tidak Naik Kelas,” Jurnal Teknik Ibnu Sina), Vol. 9, No. 01, 2024, Doi: 10.36352/Jt-Ibsi.V9i01.807.

Y. Mulyanto, F. Idifitriani, And A. Wati, “Klasifikasi Data Mining Untuk Penentuan Stunting Pada Balita Menggunakan Metode Naïve Bayes,” 2024.

A. R. Pradiah Et Al., “Perbandingan Algoritma Klasifikasi Data Mining Untuk Prediksi Kualitas Udara Di Kota Bandung,” 2024.

D. M. Musa Et Al., “Penerapan Data Mining Untuk Klasifikasi Data Penjualan Pakan Ternak Terlaris Dengan Algoritma C4.5,” Jurnal Teknologi Informatika Dan Komputer, Vol. 10, No. 1, Pp. 168–182, Mar. 2024, Doi: 10.37012/Jtik.V10i1.1985.

A. Julianto And S. Andayani, “Penerapan Data Mining Untuk Klasifikasi Produk Terlaris Menggunakan Algoritma Naive Bayes Pada Bengkel Motor,” Jusitik : Jurnal Sistem Dan Teknologi Informasi Komunikasi, Vol. 7, No. 2, Pp. 50–58, Jul. 2024, Doi: 10.32524/Jusitik.V7i2.1148.

D. Librado And A. H. Nasyuha, “Penerapan Data Mining Untuk Klasifikasi Penerima Kredit Dengan Perbandingan Algoritma Naïve Bayes Dan Algoritma C4.5,” Jurnal Media Informatika Budidarma, Vol. 7, No. 4, P. 1952, Oct. 2023, Doi: 10.30865/Mib.V7i4.6907.

R. Musfikar, H. Apriadinata, And B. Yusuf, “Aplikasi Prediksi Prestasi Pada Siswa Menggunakan Algoritma C4.5,” Jurnal Manajemen Informatika (Jamika), Vol. 13, No. 2, Pp. 148–162, Oct. 2023, Doi: 10.34010/Jamika.V13i2.10649.

Dyah Ardyani Rizqi Azizah Adha, Aulia Noveesa Allanda, Diah Ayu Fatmasari, And Siska Narulita, “Performansi Algoritma C4.5 Untuk Prediksi Kelulusan Mahasiswa,” Jurnal Cakrawala Informasi, Vol. 3, No. 2, Pp. 9–17, Dec. 2023, Doi: 10.54066/Jci.V3i2.339.

C. A. Cahyani Et Al., “Penerapan Algoritma C4.5 Terhadap Klasifikasi Kepuasan Penumpang Pada Maskapai Penerbangan,” 2024. [Online]. Available: Www.Kaggle.Com

W. W. Arupandani, F. Taufik, And R. Mahyuni, “Implementasi Data Mining Menentukan Penerimaan Bantuan Sosial Pangan (Bsp) Menggunakan Algoritma C4.5,” Jurnal Sistem Informasi Triguna Dharma (Jursi Tgd), Vol. 2, No. 5, P. 705, 2023, Doi: 10.53513/Jursi.V2i5.5612.

S. Suprapto, E. Edora, And F. A. Pasaribu, “Sistem Pendukung Keputusan Calon Penerima Program Bantuan Sosial (Bansos) Menggunakan Metode Simple Additive Weighting (Saw),” Malcom: Indonesian Journal Of Machine Learning And Computer Science, Vol. 4, No. 1, Pp. 188–197, 2024, Doi: 10.57152/Malcom.V4i1.1057.

C. Dian, V. Zalukhu, F. Izwar, N. Aprilian, And R. Dwi, “Pengaruh Program Bansos Terhadap Tingkat Kemiskinan Kota Padang,” Vol. 3, No. 1, Pp. 87–92, 2024.

A. P. Pristiawati, I. Permana, Z. Zarnelly, And F. Muttakin, “Klasifikasi Penerima Bantuan Beras Miskin Menggunakan Algoritma K-Nn, Nbc Dan C4.5,” Building Of Informatics, Technology And Science (Bits), Vol. 5, No. 1, Jun. 2023, Doi: 10.47065/Bits.V5i1.3617.

C. Dian Veronika Zalukhu, F. Izwar, N. Aprilian, R. Dwi Cahyani, And S. Mishwa Hanifah, “Pengaruh Program Bansos Terhadap Tingkat Kemiskinan Kota Padang,” Vol. 3, No. 1, Doi: 10.38035/Jim.V3i1.

A. Junaidi, S. Agustiani, C. Ika Agustyaningrum, Y. Tajul Arifin, And U. Bina Sarana Informatika, “This Work Is Licensed Under A Creative Commons Attribution-Sharealike 4.0 International License Jurnal Teknik Komputer Amik Bsi Klasifikasi Penerima Bantuan Sosial Menggunakan Algoritma C 4.5”, Doi: 10.31294/Jtk.V4i2.

W. W. Arupandani, F. Taufik, And R. Mahyuni, “Implementasi Data Mining Menentukan Penerimaan Bantuan Sosial Pangan (Bsp) Menggunakan Algoritma C4.5”, [Online]. Available: Https://Ojs.Trigunadharma.Ac.Id/Index.Php/Jsi

B. Basiroh And H. Irjananto, “C4.5 Algorithm As A Decision Support System For Social Welfare Aid Recipients,” Jurnal Teknologi Informasi Dan Komunikasi (Tikomsin), Vol. 12, No. 1, P. 9, Apr. 2024, Doi: 10.30646/Tikomsin.V12i1.816.

F. Rahmadayanti, A. Lovita, And S. Muntari, “Algoritma Decision Tree”.

R. N. Fazira, A. Wanto, I. Gunawan, S. Tunas Bangsa, And G. Artikel, “Pemanfaatan Algoritma C4.5 Untuk Klasifikasi Siswa Yang Layak Di Ajukan Dalam Memperoleh Pip Utilization Of The C4.5 Algorithm For Classifying Students Who Are Eligible To Apply For Obtaining Pip,” Jomlai: Journal Of Machine Learning And Artificial Intelligence, Vol. 2, No. 2, Pp. 2828–9099, 2023, Doi: 10.55123/Jomlai.V2i2.3187.




DOI: https://doi.org/10.30645/kesatria.v5i4.496

DOI (PDF): https://doi.org/10.30645/kesatria.v5i4.496.g491

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