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Abdus Salam, Abdus
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Journal : Bulletin of Computer Science Research

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Pendekatan Hybrid K-Means SMOTE dan Logistic Regression Untuk Deteksi Dini Diabetes Mellitus Pada Imbalanced Data Salam, Abdus; Azhari, Lukman; Septarini, Ri Sabti; Heriyani, Nofitri
Bulletin of Computer Science Research Vol. 5 No. 3 (2025): April 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bulletincsr.v5i3.502

Abstract

The increasing global prevalence of Diabetes Mellitus necessitates more accurate early detection efforts, particularly through machine learning-based approaches. However, one of the main challenges in medical classification lies in data imbalance, where the number of diabetic cases is significantly lower than that of non-diabetic ones. This study aims to develop a hybrid model by integrating Logistic Regression and K-Means SMOTE to enhance the sensitivity of early detection for Diabetes Mellitus, especially toward the minority class. Logistic Regression is chosen for its computational efficiency and interpretability, while K-Means SMOTE plays a role in balancing class distribution by generating synthetic samples in a structured manner based on clusters of minority class data. The dataset used consists of 2,000 records with 9 health-related features, obtained from the Kaggle platform. Evaluation results indicate that the model utilizing K-Means SMOTE achieves the best performance, with an accuracy of 82.00%, an F1-score of 72.73% for the Diabetes class, and the highest ROC-AUC score of 87.48%. Compared to models without oversampling and with standard SMOTE, this approach improves model generalization and sensitivity to positive cases. These findings have practical implications for the development of fairer and more effective machine learning-based early detection systems, particularly for implementation in healthcare facilities with limited resources.
Co-Authors Abdul Karim Adityo Nugroho, Adityo Afkar, M.Khadafi Agus Wicahyono Ahdiani Hayati, Lena Ahmad Hikami, Haikal Ahmad Rofii Akbar, Rasyan Akbar, Rizaldi Akmalia, Naila Febrina Al Bahri, Fauzan Putraga Al-Maamari, Abdulwahab Abdullah Alfina Almeida, Giovani Costa Alvien Septian Haerisma Amalia Amalia Amri Amin Angrian Permana, Angrian Anisa Fitria Utami Apriliani, Andhini Ariadi, Herman Arif Fauzan, Arif Asep Nugraha, Asep Aspandi, Ade Azhari, Lukman Aziz, Muhammad Fauzan Bachrul Ulum Bahruni . Baridi, Muhammad Cahya, Ilham Dwi Darmawan Dede Rosyada Deik, Ghiyas Ahmed Dyah Ika Rinawati Ediyanto Endang Suprapti Eva Siti Ropiah Fachri, Khoerul Fadillillah, Shabian Dylan Fatani, Muhammad Fathurrahmad Fauzan Ishlakhuddin Ferdiansyah, Dimas Galih Firmansyah, Aditya Fitri Meliani, Fitri Gatra, Rahmadhan Ghazali, Ziyadul Ifdhal Habibah, Muzayyidatul Hajriyanti, Rahmi Hamonangan, Andhika Daniel Hanura Aprilia, Hanura Harry Aprianto Hasanah, Kemala Heriyani, Nofitri Hevi Kurnia Hardini Hidayat, Asep Munir Hilfanzi, Mendra Holqi, Fikri Gali Fernando Ihsanuddin Ihsanuddin Imilda Imilda, Imilda Iqbal, Taufiq Iradhad Taqwa Sihidi Irawati Irma Farnita, Irma Irmayana Irpani, Ayit Ismail Ismail Ismail Isroqunnajah Izma Daud, Izma Jajat, Dede James, Bobby James, Bobby Arvian Jannah, Hamidatul Jibril, Mohammad Julianto Julianto Khairul Amri Khana, Rajes Kristiawan, Niko Kurniawan, Muhammad Rizky Dwi Kurniawan, Wahyudi Kuryanto, Asib Dwi Kusuma, Pradana Jati L. Budi Handoko Latifurrahman, Aan Lisnawati, Lica Lita Permata Sari Lusiana, Erda Mabrurrosi, Mabrurrosi Maharani, Shinta Aulia Mahardika Prasetya, Arya Mahmud, Basri Marjuki Marjuki Marliani, Lina Masitha Fahmi Wardhani Maulidya, Rena Mazaya El Banna, Aini Ma’shum, M. Syamsul Ma’arif Miftahul Jannah Millati, Rida Miswar Muammar MUHAJIR Muhamad Ridwan Muhammad Faisal Muhammad Nizar Ramadhan Muhammad Riza Muhammad Wali, Muhammad Muhtadin Mujiburrahman Mujiburrahman Mulyani, Esti Mumtaz, Muhammad Reynaldi Munawir Munawir Muntasir, Muntasir Muttaqin, Muhammad Azhar Nadira, Febriati Nasir Nazariyanti Nisa, Fauzatul Laily Noorkhalilati, Noorkhalilati Nuansah, Unang Nur Aini, Silvi Nur Latifa, Amalia Nuryatimah, Yayat Oki Setiono Pasaribu, Nurliana Perani Rosyani Pernando, Frengki Puji Purwatiningsih, Aris Purwatiningsih, Aris Putra, Zahra Ramadhan Ananda Putri, EE Lailatul Qushary, Muhammad Al R, Jalaluddin Iman Rachman, Muhammad Afif Raditya, Muhammad Riza Rahma Pambudi, Aditya Rahmawati, Cut Ramadhan, Leo Berliandri Ramadhan, Muhammad Lutfi Ridwan, Jauhan Nuari Ridwan, Jauhar Nuari Rijal, Muhammad Rinah Rizal Fahmi Rizal Fauzi Sahruddin, Sahruddin Saputra, Ilyas Sari, Silvia Agustina Wulan Satriani, Desy Septarini, Ri Sabti Setowara, Subhan Setyo Wahyu Sulistyono Shafira, Yulia Siti Ropiah, Eva Sobirin Sobirin Sofyan Subasman, Iman Sugita, Ananda Yasfa Nurhaliza Suhita Whini Setyahuni Sujata, Tatang Suwandana, Endan Syafrinal Syafrinal, Syafrinal Syamsul Huda Syamsul Rizal Syarifuddin Syaripudin, Mohamad Syibli Maufur, Syibli Tampubolon, Parlindungan Tasti, Andi Thalita Thaariq, Ath Triwoelandari, Retno Tundo, Tundo Umyati, Umyati Vania Vania Verra, Lie Wafie, M. Sholeh Wagiman, Wagiman Wahyuni, Neneng Wali , Muhammad Wani, Cut Eva Watekhi Watekhi Wijonarko, Panji Wildanil Ghozi WINARNO Wulan, Diah Retno Yana Syafriyana Hijri Yaqutina Marjani Santosa Yunita Sari yusuf, muhammad maulana ZAHRA, RITA Zahratunnida, Zahratunnida Zain, Zahra Nasywa Zalianti, Nabila Reva Zalianti