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Journal : Justek : Jurnal Sains Dan Teknologi

Klasifikasi Penyakit Kanker Paru-Paru Menggunakan Metode Decision Tree C4.5 Jainudin, Khorlis; Abdullah, Asrul; Sucipto, Sucipto
Justek : Jurnal Sains dan Teknologi Vol 8, No 3 (2025): September
Publisher : Unversitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/justek.v8i3.31981

Abstract

The incidence of lung cancer in Indonesia has shown a significant increase, positioning the country as the eighth highest in Southeast Asia, with a growth rate of 10.85% over the past five years. A considerable number of lung cancer cases remain undiagnosed at earlier stages due to difficulties in detection, which contributes to the high mortality rate associated with this disease. Consequently, there is a need for a relatively efficient and straightforward technique to uncover knowledge, patterns, and interrelationships among data. The objective of this study is to develop a classification model for lung cancer using the C4.5 decision tree method and to evaluate its predictive performance. The methodology comprises several stages, including data preprocessing, exploratory data analysis (EDA), handling of missing values, identification of duplicate records, assessment of feature correlations, separation of features and target variables, partitioning of data into training and testing sets, model implementation, and performance evaluation through a confusion matrix. The experimental results demonstrate that the proposed model achieves a recall of 90%, a precision of 86%, an F1-score of 88%, and an overall accuracy of 89%. These findings indicate that the C4.5 decision tree method is effective in classifying lung cancer cases and holds potential as a reliable approach in medical data analysis for early detection and diagnosis.
Co-Authors AA Sudharmawan, AA Abdul Wahid Abrar, Ihya' Nashirudin Adhi Wicak Milbar Gamas Aditya Gusti Tammam Afandi, Zainal AFIF, ACHMAD Agdeka Cory Zarkasi Agung Slamet Kusmanto Agus Fatony Tohari Agus Muji Santoso Agus Supriatna Somantri Ahmad Fauzan Aidina Ristyawan Aidina Ristyawan Aidina Ristyawan, Aidina Aini, Ersa Dwi Nur Akmal Hisyam Pradhana Al-Riza, Dimas Firmanda Aldi Pratama Alita, Dini Arum Amelia Nur Fadhila Ammari, Rieko Anatasya, Dita Riyantiin Andani, Deawuri Andrian Irsyan Andriyani Rahmah Fahriati Anita Sari Wardani Anwar Abidin, Achmad Ardiansyah, Fariq Ari Kurniawan Arie Nugroho, Arie Asep Hidayat Asnawi Asnawi Asrul Abdullah Asshidiqqi, Khatami Astuti, Arin Yuli Aulia, Gina Azhari, Muhammad Holqi Rizki Azya, Zahra Kasfillah Bagus Dwi Andika Bambang Kurniawan Bastian Dwiki Prasetyo Bella Putri Damayanti Berlina Hidayati Bhima P, Antowi Bifadhlillah Marsheila Islami Budhi Utami Budianto, Suhartawan Cahyo, Septian Dwi Cahyono, Shandy Arshad Busro carsiwan, carsiwan Chairul Effendi Cindy Aulia Lorenza Cinta Azzaria Danang Triagus Setiyawan Dany Ardhian Deden Makbuloh DEWI FITRIANI Dewi Rahajoe Dhika Arif Rizqon, Muhammad Dicky Syahputra Lubis, Dicky Didik Dwi Prasetya Dika Prasetyo Dimas Abimanyu Dimas Adam Saputra Dimas Firmanda Al Riza Dwi Harini Dyah Mustikasari Edris Zamroni Effendy, Christanty Erfian Danu Arius Erna Daniati Ersa Dwi Nur Aini Ervin Kusuma Dewi, Ervin Kusuma Erwin Putera Permana Fadli Hidayat, M. 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