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Journal : Jurnal Teknik Informatika (JUTIF)

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Comparative Analysis Of Machine Learning Algorithms For Dengue Fever Prediction Based On Clinical And Laboratory Features Sriyanto, Sriyanto; Aziz, RZ Abdul; Rahayu, Dewi Agushinta; Zuriati, Zuriati; Abdollah, Mohd Faizal; Irianto, Irianto
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 6 (2025): JUTIF Volume 6, Number 6, Desember 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.6.5309

Abstract

Dengue fever (DF) remains a global health problem requiring accurate early detection to prevent severe complications. This study applies machine learning (ML) algorithms to clinical and laboratory data for improving diagnostic accuracy. Six classifiers were compared: Decision Tree (DT), K-Nearest Neighbor (KNN), Logistic Regression (LR), Naïve Bayes (NB), Neural Network (NN), and Support Vector Machine (SVM). The dataset consists of 1,003 patient records with nine feature columns, of which 989 were used after preprocessing. Class distribution was imbalanced, with 67.6% positive and 32.4% negative cases. Model performance was evaluated using 10-fold cross-validation based on accuracy, precision, recall, F1-score, confusion matrix, and ROC curve analysis. The results indicate that DT achieved the highest performance with 99.4% accuracy, 99.4% precision, 99.7% recall, and 99.6% F1-score, slightly outperforming NN. KNN, LR, and SVM produced comparable results, while NB showed substantially lower accuracy (44.3%) and limited discriminatory power. ROC analysis confirmed these findings, with DT, NN, SVM, and LR achieving AUC values between 0.992 and 0.999, whereas NB performed poorly. These findings highlight the strong potential of ML algorithms, particularly DT, to support medical decision systems, strengthen informatics-based decision support applications, and enhance the accuracy and speed of dengue diagnosis in clinical practice.
Co-Authors Abdi, L. Khairul Abdollah, Mohd Faizal Abram, Voneka Adiyasa, I Nyoman ADRIANI ADRIANI afrisawati, Afrisawati Agung Saputra Agusalim, Imam Dui Ahmad Firyal Adila AHMAD RIDUAN Ahmad Yani Ahzan, Zulkaidah Nur Alfian Ma’arif Ali, Esam Abu Baker Amalia Amalia Amanah, Ayu Amin, Muhammad Amin Amrul, Rusli Anis Tatik Mariyani Anis Tatik Maryani Apriyanto, Mulono Arman Jaya Arman Syahputra, Arman Arsana, I Nengah Asep Bayu Dani Nandiyanto Asih, Hayati Mukti Asniwita Asniwita Ayu Wulandari Aziz, RZ. Abdul Bairizki, Ahmad Bandong, Yohanes Berthin Samuati Banga Budiyati Ichwan Bukri, Bukri Chandradewi , AASP Chandradewi Dedy Antony Dewi Agushinta R. Didi Suryadi Djauhari, Maman Abdurachman Dwi Budi Santoso Elah Nurlaelah Eliyanti Eliyanti Endro Wahjono, Endro Epyk Sunarno Erlangga, Dina Surya Ermadani Ermadani Faizathul Octavia, Yusi Farhan, M Farhan Anantri Pramudya Farid Dwi Murdianto Febri Dristyan Ferdiansyah, Indra Ferre, Godfried San Firman, La Ode Muhammad Firmansyah Firmansyah FIRMANSYAH, ACHMAD DICKY Fitria Fitria Fuad Nurdiansyah Gobai, Mika Handayani, Masitah Hasana, Dina Nur Helmida, Baiq Ertin Hidajat, Raymundus Lullus Lambang Govinda Hidayaturrahmi Hutapea, Melina Hutasoit, Resmi I Made Suarsana I Made Suarsana Imaduddin, Fitrian Indhana Sudiharto Intan Sari Irawati, Novica Jamil Alsayaydeh, Jamil Abedalrahim Jeperson Hutahaean Joko Triyatno, Joko Juliandari, Handayani Khotmi, Herawati Kisnawati, Baiq Lalu Khairul Abdi Lantaka, Okrisye Lapian, Franky E P Lapian, Franky E.P Lapian, Franky E.P. Lesirolo, Tresia Lesirolo, Tresia F Limbong, Ayulita Lotoshynska, Nataliia Lucky Pradigta Setiya Raharja Maahury, Yane Rosmawati Mabui, Didik S S Mabui, Didik S.S Made Darawati Mahyudin, Dimas Marpaung, Nasrun Maulana Abdullah, Rafli Maulana, Cecep Maulidia, Annisa Miftahurridho, A Muhammad Toha Milladah, Roshina Ayu Mohamad, Effendi Mohd Asrah, Norhaidah Muhammad Amin Muhammad Idris Muhammad Zulkarnain Mulya, Anugrah Hadi Mustika, Donny Muthia Dewi Nadhifah, Naurah Narda Widiada, I Gde Nazri , M. Nazri Utama Hasibuan Nirda Julianda Noor Akma Ibrahim Nugraha, Daffa Yulistian Arienta Nugraha, Syechu Dwitya Nurdiyanti, Eni Nurfadillah, Dian Nusantara, Hebat Maha Putera Oktavia, Sella Oktaviani, Fitrotin Nafisa Popova, Solomiya Pragina, Baiq Rani Mayani Proboningtyas, Dewinta Dwi Purnomo, Julian Putih, Bening Putri Permata Putra, Azma Rachma Prilian Eviningsih, Rachma Prilian Rakhmawati, Renny Renny Rakhmawati, Renny Rakhmawati Rinaldi Rinaldi Riswanto, Sigit Robo, Salahuddin Rochmawati, Reni Rochmawati, Reny Roragabar, Yeni I Roragabar, Yeni I. Roragabar, Yeni Irawati Rusli, Muhammad Rizani Sa'ad, Asmadi sahren, sahren SANTOSO SANTOSO Sarah, Sophia Saripah Sobah Septi Yanaratri, Diah Sila, Ardi Azis Siswandi, Hendra Sitorus, Pangeran Holong SOPIAN SAORI Sosiawan Nusifera Sriyanto, Sriyanto Sudarmin Sudarmin Suharyanto, Hendik Eko Hadi Sumarna, Ade Suradi Suradi Suryono Suryono Sutedjo Sutedjo Syah Alam Syakbani, Baehaki Syarifuddin, Rizal Tatang Herman, Tatang Tokoro, Yan Piet Triyasa, Ni Kadek Rika Mega Ubaidillah Ubaidillah Wibowo, Rezky A. Widiada, I Gde Narda Widiyanti, Hafsah Wilyus Wilyus Wirjaya, Salsabila Yanarat, Diah Septi Yanaratri, Diah Septi Yofsan Tolanda Zulkarnain Zulkarnain Zuriati, Zuriati