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Mohammad Ridwan
Universitas Muhammadiyah Semarang
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Journal : INSERT: Information System and Emerging Technology Journal

 1 
Modified Recursive Feature Elimination Analysis For Best Dataset Feature: A Case Study On Social Assistance Data Ridwan, Mohammad; hardiyanto Nugroho, Asep; Sukisno
INSERT : Information System and Emerging Technology Journal Vol. 6 No. 1 (2025)
Publisher : Information System Study Program, Faculty of Engineering and Vocational, Undiksha

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23887/insert.v6i1.93425

Abstract

Evaluating social assistance data plays a crucial role in determining recipient eligibility and optimizing resource allocation. However, a major challenge lies in selecting the most relevant features without clear knowledge of their impact. Recursive Feature Elimination (RFE) is a widely used method for feature selection, but it requires predefined decisions on the number of features to retain—often causing uncertainty among practitioners. This study proposes a novel approach called K-Optimal Recursive Feature Elimination (KRFE) to enhance unsupervised learning in social assistance data evaluation. KRFE modifies the standard RFE by introducing a stopping criterion based on repeated performance-weight evaluations using K-Means and K-Medoid clustering models. The optimal number of features (k) is determined by analyzing feature distance and integrating unsupervised weighting to assign importance scores. A case study was conducted on a complex social aid dataset. The process includes model training, separation value computation, feature ranking, and elbow-point analysis to identify the optimal K. Results show that the optimal feature set is achieved when k = 3, yielding a separation score of 0.8 with K-Means and 1.0 with K-Medoid. Furthermore, KRFE with K-Medoid converged in only 4 iterations compared to 10 with K-Means, indicating improved efficiency. These findings confirm that KRFE can effectively identify the optimal feature subset and that K-Medoid enhances RFE performance in unsupervised contexts involving complex datasets.
Co-Authors Abdul Aziz Abdul Hanan Adi Gunanto Adi Setiawan Adipurno, Setyo Afriantari, Vidya Lintang AFRIZON AFRIZON, AFRIZON Agus Rohmat Hidayat Agustine, Dine Ahmad Fathonih, Ahmad Ahmad Fikri Ahmad Iskandar Rahmansyah Ahmad Risandi Ahmad Zaki Mubarok, Ahmad Zaki Ai'iny, Iffah Nur Aldin Radam Kholid Alfan, Aulia Ahmad Alfidayanti, Ina Ali Achmad Muhajir Alirahman, Agus Dian Alvi Fauziyah Alwiyah Alwiyah Amelya Fenna Agustin Amri Effendi Amri, Saeful Ananda Citra Apriliana Sari Anastasia Dian Putri.S Andhim, Muk Andhim, Muk. Andwiani Sinarasri Angelica, Inggrid Twi Anggraini, Yulia Anindya P. R. Z. Putri Anindya P.R.Z Putri Anisa Maya Umri Hayati Annisa Diah Arofah Apriyanto Apriyanto Ara Hidayat, Ara Arnelia Putri Pratiwi Arniwita, Arniwita Arumingtyas, Fida Aryanti Aryanti, Yosi Azizah, Lelatul Azriel Khoerul Ihsan Baehaqi Baenudin, Muhamad Barnamij, Najhah Burhanuddin Burhanuddin Cahyati, Ananda Tri Cahyono, Davit Chatarina Umbul Wahyuni Dania Juniati Danusiri Danusiri Darmawan, Almira Daulay, Irmasani Dea Safitri Dede Ipan Rizky Agung Dede Saeroji Della Wahyuningsih Deswan, Roki Ade Diva Nazmi Laila Dyah Nirmala Arum Janie Ebrison, Muhamad AlHafidz Edy Saputra Effendi, Amri Eman Suherman Erliyana Saputri Evi Novida Ginting Manik Faadhilah, Nur Fadilla Muhammad Mahdi Faizin, Moh. Farhana, Farhana Fariska Arlinda Putri Fatah Syukur, Fatah Fatiha, Belgheddouche Fatmasari Sukesti Fauziah Fauziah Fazri Rahmadani Gama Pratama Grasio Barlia Gunanto, Adi Hamam Mishbakhuzzein Hamdanil Hamdanil Hamzalouh, Lubna M. Omar hanifah hanifah Hanipah Hardiwinoto Hardiwinoto Hardiwinoto Hardiwinoto, Hardiwinoto Hardiyanto , Feri Hardiyanto Nugroho, Asep Hasan Basri Herdi Herdi Heru Cahyono Hestianah, Sudiah Hisniati, Sally Badriya Icha Asaroh iim rohimah, iim Ikhwanudin Ilmi, Irfan Indriana, Nina Ingkak Chintya Wangsih Iqbal Hidayatsyah Noor Iqbal Hidayatsyah Noor Iqbal, Muhamad Fajrul Irmanelly, Irmanelly Irwan Sembiring Islamia, Ratu Iwan Setyawan Judijanto, Loso Junemi Junemi Kembaren, Andree Axel Augusta Kharimah, Kharimah Kia Rahman, Radit Kohhar, Wildan Wafa Amrul Kristanto, Eri Larasati, Putri Dewi Lilik Andaryuni M Daffa Dhiya Ulhaq Maemunah Maemunah Mafulla, Dian Maharani, Andi Rezti Mahfud Junaedi Mahmud Mahmud Manongga, William Eric Maya Ayu Ningsih Meilandri, Detti Meli Amelia Mohammad Debby Rizani Muarif, Muhamad Ari Mudimas Sunan, Ahmad Dauq Muh Nur Rochim Maksum Muhammad Danil, Muhammad Muhammad Haidar Muhammad Husni Abdulah Pakarti Muhammad Nurjati Munzir Munzir Munzir, Munzir Mustofa Anwar Muzdhalifah, Muzdhalifah Nabela, Alfi F Nasikhin, Nasikhin Nike Nur'aini Ningsih, Ana Mardiana Ningsih, Maya Ayu Ningtyas, Dyah Ayu Novitasari Agus Saputri Nur Haida Nur'aini, Nike Nurchamin, Nafiz Nurul Hasanah Nurul Khasanah Paturohman, Paturohman Penty, Penty Permadi, Asep Angga Pratama, Achmad Galih Pratama, Fidya Arie Pratama, Gama Prizka Rismawati Arum Prizka Rizmawati Arum Puspitasari, Listi Putra, Iwan Eka Putri, Anindya P. R. Z. putri, anindya p.r.z Putro, Dwi Purnomo Qiqi Yuliati Zaqiah, Qiqi Yuliati Qudsy, Cintamani Zahrotul R. Ery W. A. Santosa R. Ery Wibowo A.S. Rahman Wiyono, Agung Abdul Rahman, Anggia Rahmat Hidayat Rahmatunnisa, Frida Eka Ratna Siti Fauziah Ratu Islamia Ria Puspitasari Rijadi, Puti Khairani Rita Defriza Riyani, Ade Riyanti Wahyuni Riyanto Setiawan Suharsono Rizky, Robby Rochdi Wasono Rohmat, Saepur Rosyadi, Nabil Saepulah, Usep Safriani, Laela Salmah Salmah Salsabila, Syafira Samuel Febriary Khristyson Selasi, Dini Setyo Utomo, Ponco Edy Shandya, Jihan Siregar, Yani Sukriah Sistyawan, Dwanda Julisa Siti Aisyah Siti Azizah Siti Maesaroh Siti Wulan Sari Sofyan Syamsuddin Sohibul Migfar, Muhammad Solly Aryza Sonjaya, Azhar Ramadhana Sriyono Sriyono Sriyono Sriyono Sriyono Sriyono, Sriyono - Sudarmanto, Eko Suhaimi Suhaimi Suharto, Sulistyo Sukamto Sukamto Sukamto Sukamto Sukisno Sukisno, Sukisno Sulistyo Suharto Sumarno . Sumper Mulia Harahap, Sumper Mulia Sunarmi Sunarmi Sunarmi Suparman Supiana, Supiana Supriyadin, Supriyadin Syamsiar, Syamsiar Syukri Iska, Syukri Taufik Hidayat Tri Winarsih Triska Juliyani Ulfatun Nadalia Umar Faruq Untung Prasetyo Ilham Vidiati, Cory Vina Rakhmawati Wahyudi, Fajar Satriyawan Wibawanthi, Annisa Widya Widya, Widya Yanto Maulana Restu Yasmita, Yasmita Yulia , Devi Yulia, Devi Yulianti, Neni Yusim, Adi Kurniawan Zainal Arifin Zainudin Hasan