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Isa, Indra Griha Tofik
Politeknik Negeri Sriwijaya
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Journal : Jurnal Teknik Informatika (JUTIF)

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Machine Learning Models for Metabolic Syndrome Identification with Explainable AI Asoka, Egga; Fathoni, Fathoni; Primanita, Anggina; Isa, Indra Griha Tofik
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 3 (2025): JUTIF Volume 6, Number 3, Juni 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.3.4430

Abstract

Metabolic syndrome (MetS) is a cluster of interrelated risk factors, including hypertension, dyslipidemia, central obesity, and insulin resistance, significantly increasing the likelihood of cardiovascular diseases and type 2 diabetes. Early identification of hypertension, a key component of MetS, is essential for timely intervention and effective disease management. This research aims to develop a hybrid machine learning model that integrates XGBoost classification with K-Means clustering to enhance or strengthening of hypertension prediction and identify distinct patient subgroups based on metabolic risk factors. The dataset consists of 1,878 patient records with metabolic parameters such as systolic and diastolic blood pressure, fasting glucose, cholesterol levels, and anthropometric measurements. Model performance was assessed using accuracy, precision, recall, F1-score, and ROC-AUC. The proposed XGBoost model achieved an outstanding classification performance with 98% accuracy, 98% precision, 98% recall, 98% F1-score, and an ROC-AUC of 1.00. K-Means clustering further identified five distinct patient subgroups with varying metabolic risk profiles. The findings underscore the potential of machine learning-driven decision support systems in improving hypertension diagnosis and MetS management.
Co-Authors Abdul Jalil Agustri, Suzan Ahmad Taqwa Ana Hadiana Ana Hadiana, Ana Asri Yanik Asriyanik . Beni Junedi Beni Junedi Beni Junedi Desi Minarni Dicky Jhoansyah Egga Asoka Elfaladonna, Febie Fathoni Fathoni Febie Elfaladonna Hendradinata, Hendradinata Indra Satriadi Indri Ariyanti Ismail Goro Iwan Rizal Setiawan Leni Novianti Masnila, Nelly Mayasari, Riana Minarni, Desi Natalia, Nila Nelly Masnila Primanita, Anggina Purwoko, Agus Rian Rahmanda Putra Riana Mayasari Riana Mayasari Rika Sadariawati Rika Sadariawati Siska Hestiana Sukmini Hartati Suzan Agustri Yanik, Asri Zulkarnaini Zulkarnaini Zulkarnaini Zulkarnaini