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Journal : Madani: Multidisciplinary Scientific Journal

Penerapan Algoritma Decision Tree Pada Penentuan Penerima Program Keluarga Harapan di Desa Turirejo, Kedamean Gresik Nilwanda, Leona Elsa; Arifiyanti, Amalia Anjani; Hadiwiyanti, Rizka
Madani: Jurnal Ilmiah Multidisiplin Vol 2, No 1 (2024): Madani, Vol. 2, No. 1 2024
Publisher : Penerbit Yayasan Daarul Huda Kruengmane

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/zenodo.10523523

Abstract

Based on a press release from the Ministry of Finance's Fiscal Policy Agency, the poverty rate in Indonesia was recorded to have decreased from 9.71% to 9.54% in March 2022. Even though there is pressure on commodity prices, the poverty rate shows a downward trend. Apart from economic growth, Indonesia has several programs launched by the government to alleviate poverty, such as the Family Hope Program. The Family Hope Program is a government social assistance program aimed at poor communities who are designated as beneficiaries of the Family Hope Program. However, in a summary of the audit results for the second semester of 2021, the Financial Audit Authority (BPK) found an error in the allocation of national social assistance (Bansos) which resulted in state losses of up to IDR 6.9 trillion. This is certainly a serious problem, for this reason a system is needed that can assist in the classification process of potential PKH assistance recipients. To carry out classification, you can use the Decision Trend algorithm with the ID3, C45 and Random forest models. To improve model accuracy results, a features selection method is needed. From the results of the classification process, the Random forest model with SMOTE and Features Selection has the highest accuracy of 91% and the system validity test is 91%. From these results, the system has the ability to assist in the classification process of PKH assistance recipients
Co-Authors Abdul Rezha Efrat Najaf Achmad Afandi Achmad Afandi Achmad Afandi Achmad Afandi Achmad Afandi, Achmad Adha, Didan Rizky Adin Nugroho, Himas Agung Brastama Putra Agussalim, Agussalim Alfayza, Dimas Amalia Anjani Arifiyanti Anindo Saka Fitri Arimawan, Kesya Sakha Nesya Asif Faroqi Asyari, Aisha Safa Ayu Ithriah, Syurfah Bagas Adil Putrajaya Budijanto Budijanto Chindy Hanggara Rosa Indah Dhian Satria Yudha Kartika Erlin Ayu Khrisnawati Erlin Ayu Khrisnawati Fadilah, Muhammad Reza Ishadi Farhan, Farrel Farras Hafish Zidane Ferry Kurniawan Ferry Kurniawan Gading Putri Diniarti Hadi Sugiyanto Herowati, Ayu Budy Heowati Indah, Chindy Hanggara Rosa Iqbal Ramadhani Mukhlis Isro Ani Widayanti Kamila, Syafiatul Kamilah, Ismiazzah M.Reza Ishadi Fadilah Marga Kusumantara, Prisa Mohamad Irwan Afandi Muhammad Januar Pribadi Murod, Alfin Murtadho Yanwar, Ringgo Nilwanda, Leona Elsa Noviardi P, Yovika Nugraha, Abrianto Paulus Rah Adi Pawitra Permatasari, Vioneta Zarazsofia Prasasti Karunia F. A Putri, Youlan Indira Radhyana Gayatri Faradilla Ramadhan, Jose Bagus Ratno Susanto Ratno Susanto Ratno Susanto Ridwandono, Doddy Sanyoko, Carisca Rizky Seftin Fitri Ana Wati Simanjorang, Veby Pebiola Br Suci, Tamariska Laras Sugiyanto, Hadi Suryantari, Putu Anggi Susanto, Ratno Titik Purwanti Tri Diana Rimadhani Tri Lathif Mardi Suryanto Uce Indahyanti Wahyuni, Eka Dyar Wasenanto, Bergas Wibowo, Annisa Raudya Wibowo Wibowo, Nur Cahyo Widayanti, Isro Ani Winarno Wisnu Mukti Darwansah Yuskhil Mushofi Yuskhil Mushofi Yusuf Al Ma'ruf, Achmad