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Journal : Bulletin of Computer Science Research

Analisis Komparatif Decision Tree C4.5 dan Neural Network pada Prediksi Kanker Payudara Amali, Amali; Widodo, Edy
Bulletin of Computer Science Research Vol. 4 No. 5 (2024): August 2024
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bulletincsr.v4i5.295

Abstract

Breast cancer is one of the diseases with the highest incidence and mortality rates among women, requiring methods that can support fast and accurate detection. This study aims to compare the performance of the Decision Tree C4.5 and Neural Network algorithms in breast cancer classification using the Breast Cancer Wisconsin dataset obtained from the UCI Machine Learning Repository. The research method adopts the CRISP-DM approach, which includes data collection, preprocessing, model development, testing, and evaluation stages. The preprocessing stage was carried out through data cleaning, data transformation, and data reduction to improve dataset quality before the modeling process. The testing process used split validation and evaluation based on accuracy, precision, recall, and Area Under Curve (AUC) metrics. The results indicate that the Neural Network algorithm achieved better performance than Decision Tree C4.5. Neural Network obtained an accuracy of 96.17%, precision of 95.80%, recall of 96.50%, and an AUC value of 0.989, which is categorized as excellent classification. Meanwhile, Decision Tree C4.5 achieved an accuracy of 93.50% and an AUC value of 0.945, categorized as very good classification. ROC Curve analysis demonstrates that Neural Network is more effective in distinguishing benign and malignant classes. Therefore, Neural Network is recommended as the best model to support early breast cancer detection based on machine learning, while Decision Tree C4.5 remains relevant for conditions requiring simpler and more interpretable models.
Co-Authors Abdul Aziz, Hilmy Abdul Halim Anshor Abidah Nur Anisah, Hergina Achmad Isya Alfassa Afnan, Irsyifa Mayzela Agustin, Widya Saputri Akbar, Purnama Akhsan, Salafudin Al Al Farizi, Danial AL-Azkia, Muhammad Wildan Alfiah, Febiyanti Aliamsyah, Moh. Almadayani, Almadayani Amali, Amali Amna, Faiz Mustafid Andani, Febria Pradita Prima Andini, Wiranti Nugrah Andri Firmansyah Anekawati, Fitri Anggreany, Anggun Nur ARDIANSYAH, FAISAL Arfian, A Arief Hadi Prasetyo, Arief Hadi Ariyani, Dwi Faridha Asyiah, Noor Asyiah, Rizkiana Avitariella, A Ayu Wardani, Dheandra Ayuningtyas, Rachel Aziza, Himelda Bahtiar, Reza Yusuf Bariklana, Muhammad Basalamah, Salsabila Budiarto, Eko Choerunnisa, Riza Amelia Cusanti, Cusanti Desmitasari, Rosi Dewati, Nabila Ratna Dewayanti, Arlinda Amalia Dewi Trisnawati Dewi, Diana Kusuma Dewi, Harni Selasih Dewi, Rosiana Rahma DHANI ARIATMANTO Diba, Sheila Farah Dodit Ardiatma Dzakiroh, Alliyah Fadlurrohman, Muhammad Shiddiq Febriana, Ella Tasia Febriyanti, Syintya Ferdiansyah, Febby Fikri, Bana Ali Fikry, Muhammad Dirga Ghaisani, Salwa Yudanti Haifa, Hanadia Hamid, Yudhistira Hasanah, Insani Hendri, Martius Hermawan, Rachmat Hidayati, Irina Hijriyany, Meyla Hikmawan, Dimas Wahyu Hitayuwana, Nurul Huda, Tri Atmaja Ilma, Hafizah Iriani, Lathifa Aurellia Ismayani, Indrianti Jati, Wahyu Pratama Jennifer, Dwirany Puspitasari Junita, Tarisya Permata Kashi, Rahma Yuliati Khaeriyah, Rakhil Khaerunnisa, Muthia Khusna, Zulfa Aulia Kurnia Ramadhani, Kurnia Kusuma, Tihat Jaya Laksono, Arif Anjang Lathifah, Lailla Nur Latifah, Evi Fitria Umi Latupono, Boki Lestari, Indri Fauzi Lestari, Ninik Kardinah Lutfi, Ahmad Zainul Majid, Annisa Maulana Manthovani, Andi Nurhanna Mardiyah, Meiga Isyatan Mardiyyah, Safwah Ayu Masthura, M Maulana, Donny Maulidaniar, Aulia Nurul Maulidya, Rizka Putri Maulina, Gina Meimunah, M Mu'minin, Aisyah Ummi Muhammad Rifa'i, Anggi Muhammad, Juliana Saputra Muhammad, Shodiq Muhtajuddin Danny Muinah, Ummi Maftuhatul Muktiwijaya, Aldi Wilaga Mutia, Sani Nalurita, Wening Nawangsih, Ismasari Nilam Novita Sari Ningrum, Noorzahrah Cintya Nisa, Annida Jahratun Novianti, Afdelia Novyantika, Rizky Dwi Nowi, Nurul Aulia Nur Edma, Syifa’ul Mufidati Nur Hidayah Nur Hikmah Nurfalah, Meylinda Dwi Nurhikmat, Triano Nurinayah, N Panggol, Sri Arista Papua, Oceano Alpheratza Permatasari, Erika Putri Permatasari, Retno Pertiwi, Riezki Pinasty, Salsabila Pradana, Sendhyka Cakra Pradana, Wahyu Aji Prasetyo, Adwi Guntur Prasetyo, Bagas Dwi Prawesti, Inna Prayoga, Dimas Prianda, Bayu Galih Pupung Purnamasari Purwanto Purwanto Putri, Ananda Desilia Putri, Naomighina Putri, Rahayu Kia Sandi Cahaya Putri, Selvina Sela Annisa Putri, Wafiq Rahma Aulia Putri, Zarmeila Qonita, Rosyada Laili Rachmania Mulkiyah, Ananda Raharjo, Alifian Wahyu Rahmawan, Afandi Ahmad Rakhmalia, Riza Indriani Ramdhanti, Tiara Ratri Astuti, Morti Refgina, Refgina Rini, Halimah Setio Safira, Aulia Safitrah, Ilham Saputra, Johan Saputri, Bening Saraswasti, Lidya Palupi Sari, Cindy Fatika Sari, Rima Juridar Usfita Sartika, Indang Satria Permana, Muhammad Safri Septian, Yayan Dwi Serdawati, Septi Shiddiq, Yazid Mumtaz Simanjuntak, Antonius Soesmono, Salma Sri Utami Sriwiji, Rina Subangkit, Andreas Sulhaerati, S Suriyani, Ade Irma Suwandi Suwandi Tantowi, Raihan Tanza, Alifia Tectona, Zakiy Suryahadi Tria Anggraini, Devita Turmudi Zy, Ahmad Tusyakdiah, Halima Ulinnuha, Muhammad Utama, Rafi Ilmi Badri Utami, Pertiwi Bekti V.R, Baiq Jasmin Sabhira Safwa Wahyu Hadikristanto Wicaksono, Bima Yudha Widi, Tegar Anugrah Widiawati, Ika Fitia Wijayanto, Feri Wirdaniyati, Sri Siska Wiyanto - Yadin, Muhammad Atma Yahya, Adiba Yuan Badrianto Yubinas, Febritista Yumna, Pradipa Arka Yuniarti, Mazna Yusnandar, Y Zahra , Qolbiyatus Syifa Az