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Journal : Quantitative Economics and Management Studies

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Backpropagation Neural Network Method For The Classification of Districts/Cities Based On Macro Socio-Economic Indicators In The Province Of South Sulawesi Rais, Zulkifli; Sudarmin; Syahputra, Akbar
Quantitative Economics and Management Studies Vol. 6 No. 2 (2025)
Publisher : PT Mattawang Mediatama Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35877/454RI.qems3982

Abstract

Classification is a way of grouping objects based on the characteristics possessed by the objects of classified. One of the developing classification methods is the backpropagation neural network. This study aims to look at the descriptive and classification results of the District/City Macro Socioeconomic Indicators in South Sulawesi Province. The data set comprises 24 observations with 9 variables, namely population density, poverty line, Gini ratio, open unemployment rate, life expectancy, average length of schooling, labor force participation rate, life growth rate, and GRDP at current prices. A model with a total of 9 hidden layers and a learning rate of 0.002 is obtained with an accuracy of 70%, precision of 70%, recall of 100%, and F1 score of 87%.
Co-Authors , Woro Sumarni Abdul Rahim Adi Nur Cahyono Agung Tri Prasetya Ahmad Farham Majid Alfairus, Muh. Qodri Amin, Badaruddin Amiruddin Hambali Andi Kusumayanti Anjarsari, Irna Arif Widiyatmoko, Arif Ariyatun, Ariyatun Ayu Pebriyanti Azqia Noviatun Nisa Baharuddin Baharuddin Abbas, Baharuddin Bambang Subali BENI SETIAWAN Budoyo, Joto Desi Utami Dian Pratiwi Edy Cahyono Ellianawati Ermina Sari Fathiyah Marsya Tilawah Febriyanto, Hendra Fitrah Adelina Fredy Supriadi Hardianti Hafid Harianingsih Helmiah, Fauriatun Hendra Febriyanto Ibrahim Ike Yunia Meka Jum’anil Agustini Kholili, Ahlis Noor Kristanto, Tan Kevin Kurotul Aeni Luky Hidayat Mar'ah, Zakiyah Maria Paristiowati Martalasari Masitah Handayani Masnaeni Meliyana R, Sitti Masyitah Mita, Ermita Khoirumminsani Muhammad Naufal, Muhammad Muhammad Nur Hidayat Muhammad Rizki Muhammad Saefudin Mutiara Nanik Wijayati Neli Syahida Ni'ma Noening Andrijati Norma Eralia Norma Eralita Nurman, Sulaeman Nurul Rezky Nusrang, Muhammad Nyi Mas Ayu Ratna Gumilar Prasetiyani, Nabila Purbawati, Sih Yunika puspita rini Putut Marwoto Qadaruddin Fajri Adi Rahmat Hidayat Rais, Zulkifli Raudhah Awal Ricky Rizaldi Ridwan, Indi Nur Risa Dwita Hardianti Ruliana Sabrina Effendy, Yuni Safitriani, Indah Sarwi Sasa Arisa, Sasa Arisa Sigit Priatmoko Siti Anisah Siti Suhartini Sitti Masyitah Meliyana R. Sri Anggini Wahyuningsih Sri Endang Pujiastuti, Rr Sri Haryani Sri Sukasih SRI WARDANI Sri Yamtinah Sriwidiastuty, Asi Sukniasih Sunardi Syahputra, Akbar Tri Joko Raharjo Wahyu Lestari Woro Sumarni