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Journal : SINTECH (Science and Information Technology) Journal

Pengembangan Sistem Prediksi Bantuan Program Keluarga Harapan (PKH) Berbasis Machine Learning I Wayan Supriana Supriana; Made Agung Raharja; I Made Satria Bimantara
SINTECH (Science and Information Technology) Journal Vol. 6 No. 1 (2023): SINTECH Journal Edition April 2023
Publisher : Prahasta Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31598/sintechjournal.v6i1.1297

Abstract

The Family Hope Program (PKH) is a poverty alleviation program which is one of the government's strategies in reducing the poverty line. This program provides cash social assistance to poor families who are included in the list of beneficiary families with a focus on education and health. The purpose of implementing the PKH program is not only to reduce poverty and increase human resources but to break the poverty chain. The implementation of PKH in its realization experienced many obstacles that caused the program not to be on target, this was because the data verification process was not yet effective and was still carried out manually. A process is needed to digitize the distribution and realization of the family of hope program. Through this research, a system was developed that can predict the value of PKH beneficiary assistance. The system developed is based on machine learning with a prediction model using Artificial Neural Network (ANN) and Backpropagation learning algorithm. Parameters in the learning system using PKH assessment as many as 8 indicators from the data of PKH beneficiaries in Tabanan Regency. Based on the prediction model testing using two data treatments, namely with and without preprocessing data. Parameters treated with data on numeric attributes and categories provide optimal values with an R2 Score of 0.695824 with a number of hidden layers of 500 and a max epoch of 375
Co-Authors Agus Muliantara Agus Tommy Adi Prawira Kusuma Alit Indrawan, I Gusti Ngurah Anak Agung Istri Ngurah Eka Karyawati Anak Agung Istri Ngurah Eka Karyawati Apsari, Made Sri Ayu Ari Mogi, I Komang Aulia Iefan Datya Ayu Nikki Asvikarani Bayu Prasetiyo Bendesa, Gde Agung Mandala Christian Tonyjanto Cokorda Pramartha Cokorda Pramartha Devan Bramantya Dewantara, I Komang Raka Dewi, Ni Putu Anita Gde Agung Mandala Bendesa Gerson Feoh Gst. Ayu Vida Mastrika Giri Gusto Gibeon Ginting Haposan Simangunsong Harta, I Gede Bendesa Aria I Dewa Made Bayu Atmaja Darmawan, I Dewa Made Bayu I Gede Acintia Udayana I Gede Arta Wibawa I Gede Santi Astawa I Gede Surya Rahayuda I Gusti Agung Ayu Istri Lestari I Gusti Bgs Darmika Putra I Gusti Ngurah Anom Cahyadi Putra I Gusti Ngurah Bagus Arimbawa I Kadek Gowinda I Ketut Gede Suhartana I Komang Agus Ari Negara I Komang Ari Mogi I Komang Yosua Triantara I Made Ari Madya Santosa I Made Satria Bimantara I Made Teja Geni Astra I Made Widiartha I Made Widiartha I Nyoman Adiputra I Putu Gede Adiatmika I Putu Gede Maysa Putra I Putu Risky Adi Sanjaya I Putu Satria Dharma Wibawa I Putu Sedana Wijaya I Wayan Supriana I Wayan Supriana Supriana Ida Ayu Gde Suwiprabayanti Putra Ida Ayu Nyoman Yuliastuti Ida Bagus Gede Dwidasmara Ida Bagus Gede Sarasvananda Ida Bagus Made Mahendra IM Suyana Utama Indra Budi Trisno Jeremi Herodian Abednigo Juliana, Ni Komang Ayu Kadek Andre Suryana Kadek Dwitya Adhi Pradyto Kameliya Putri Komang Dean Ananda Komang Dean Nanda Komang Indra Pradnya Lalu Muhamad Waisul Kuroni Made Dwiki Budi Laksana Made Edy Septian Santosa Nararia Ningrat, Putu Vidi Nesa Padmawati Ngurah Agus Sanjaya ER Ngurah Kelvin Febryanta Lila Ananda Ni Kadek Ayu Fitriandayani Ni Luh Komang Indira Pramesti Ni Luh Putu Ayu Siwastuti Cayadewi Ni Made Ayu Suandewi Ni Made Rai Nirmala Santhi Ni Putu Anita Dewi Ni Putu Dian Kartika Sari Ni Putu Yeni Astiti Ningsih, Tri Adi Nusan Bagus Wibisana Pradyto, Kadek Dwitya Adhi Putra, IGN Anom Cahyadi Putri Noviyanti Putri, Kameliya Putu Bagus Dio Pranata Putu Ode Irfan Ardika Putu Vidi Nararia Ningrat Putu Wida Gunawan Radhitya, Made Leo Simangunsong, Haposan Siwastuti Cayadewi, Ni Luh Putu Ayu Suryana, Kadek Andre Susy Purnawati T, Ronaldito Juan Bantaras Utari, Ni Nyoman Grisyana Wesnawa, Pande Nyoman Weda Wijayakusuma, I Gusti Ngurah Lanang Yoga, Bhaskara Budi Yohanes Kristianto Kristianto