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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 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 Amri Amin Angrian Permana, Angrian Anisa Fitria Utami Apriliani, Andhini 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 Ediyanto Endang Suprapti Eva Siti Ropiah Fachri, Khoerul Fadillillah, Shabian Dylan Fatani, Muhammad Fathurrahmad Ferdiansyah, Dimas Galih Firmansyah, Aditya Fitri Meliani, Fitri Gatra, Rahmadhan Ghazali, Ziyadul Ifdhal Habibah, Muzayyidatul Hajriyanti, Rahmi Hamonangan, Andhika Daniel Harry Aprianto 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 Jajat, Dede James, Bobby James, Bobby Arvian Jibril, Mohammad Khairul Amri Khana, Rajes Kristiawan, Niko Kurniawan, Muhammad Rizky Dwi Kurniawan, Wahyudi L. Budi Handoko Latifurrahman, Aan Lita Permata Sari Lusiana, Erda Mabrurrosi, Mabrurrosi Maharani, Shinta Aulia Mahmud, Basri Marjuki Marjuki Marliani, Lina Mazaya El Banna, Aini Miftahul Jannah Miswar Muammar MUHAJIR Muhamad Ridwan Muhammad Faisal Muhammad Riza Muhammad Wali, Muhammad Muhtadin Mujiburrahman Mujiburrahman Mumtaz, Muhammad Reynaldi Munawir Munawir Muntasir, Muntasir Muttaqin, Muhammad Azhar Nasir Nazariyanti Nisa, Fauzatul Laily Nuansah, Unang Nuryatimah, Yayat Oki Setiono Pasaribu, Nurliana Perani Rosyani Pernando, Frengki 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 Rinah Rizal Fahmi Sahruddin, Sahruddin Saputra, Ilyas Sari, Silvia Agustina Wulan Septarini, Ri Sabti Setyo Wahyu Sulistyono Siti Ropiah, Eva Sobirin Sobirin Sofyan Sujata, Tatang Suwandana, Endan Syafrinal Syamsul Huda Syamsul Rizal Syarifuddin Syaripudin, Mohamad Syibli Maufur, Syibli Tampubolon, Parlindungan Tasti, Andi Thalita Thaariq, Ath Triwoelandari, Retno Tundo, Tundo Umyati, Umyati Verra, Lie Wafie, M. Sholeh Wagiman, Wagiman Wahyuni, Neneng Wali , Muhammad Wani, Cut Eva Watekhi Watekhi Wijonarko, Panji Wildanil Ghozi WINARNO Yana Syafriyana Hijri Yunita Sari yusuf, muhammad maulana ZAHRA, RITA Zain, Zahra Nasywa Zalianti, Nabila Reva Zalianti