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Journal : UNP Journal of Statistics and Data Science

 1 
Comparison of the C5.0 Algorithm and the CART Algorithm in Stroke Classification Indah Lestari; Dina Fitria; Syafriandi Syafriandi; Admi Salma
UNP Journal of Statistics and Data Science Vol. 2 No. 1 (2024): UNP Journal of Statistics and Data Science
Publisher : Departemen Statistika Universitas Negeri Padang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24036/ujsds/vol2-iss1/144

Abstract

The C5.0 and CART algorithms are similar in terms of velocity and handling of categorical and numeric type data. However, these two algorithms are differences in terms the CART algorithm is binary and classifies categorical, numerical and continuous response variables resulting in classification and regression decision trees. Meanwhile, the C5.0 algorithm is non-binary and classifies categorical response variables resulting in a classification tree. This research aims to classify the Kaggle’s Stroke Prediction Dataset to find out the variables that most influence the risk of stroke, as well as to compare the results of the classification accuracy of the both algorithms. The results of the study showed that CART algorithm has a higher value of accuracy and precision, but its recall value is lower than C5.0. The accuracy value of each algorithm is 77.9% and 77.5%, presision is 89.5% and 83.2%, recall is 67% and 71.4%. Overrall, it can be concluded that there is no difference in classification between the two algorithm. Beside that, in the CART there were 3 variables that most influence on stroke risk, they are age, BMI, and average blood glucose levels. Meanwhile, in C5.0 only 2 variable that most influence, there are age and average blood glucose levels.
Co-Authors AA Sudharmawan, AA Abid Naufal Habibburokhman Adela Puspitasari Admi Salma Affiyani Pramono Agus Aan Adriansyah Ahmad Jumanto Ahmad Ripai Akbar Dafa Nugraha Amelia Amirzan, Amirzan Andang Suhendi Andri Susilo Anggy Trisnadoli Aniek Rumijati Aninda Nur Haliza Annisa Fitriani Komalasari Apprilia Faradita Aprilia Irmawati Arif Rifa’i Arya Pangqiban As’ad Isma Aulia Arief Nasution Aulia Wasi A Azzahra Julia Nadina azzahra, an suci Bertilia Lina Kusrina Brahua Budhi Setianto BUDIYANTO Bukman Lian, Djunaidi Canra Krisna Jaya Canra Krisna Jaya Catur Prasastia Lukita Dewi Christ Kartika Rahayuningsih Cike Ilpia Daud Lintang Desti Natalia Pagassang Devyana Dyah Wulandari Dewa Bagus Sanjaya Diah Utaminingsih didik roy mahardika Dina Fitria Dina Septiana Dodi Irawan DWI ANDAYANI Dwi Erlanda Anggara Dzul Rizka Edris Zamroni Ellen Anggi F Enisa Indriyya Safitri Eny Kusumawati Erick Gamaliel Esti Arruan Evi Yuliawati Fadil Mula Fahrizal Fahrizal Fajar Abidin Faradea Rahmatun FATIMAH FATIMAH Febriani Nur Rahman Ferta Adriagil Putra Firdaus Fikri Muh Latif Al Haqqi Fitri Aini Azhari Fitri Novia Frisca Martha Veronica Furniawan Ghina Fauziyah Imansyah Hari Sulaksono Hazimah Fatin Bachrum Hendri Irawan Herlina Kurniati Herwinda Kusuma Hidayah, Tamriatin Hilda Okta Variana Hilma Marisa Indah Amalia Suryana Indah Putri Indri Vitriani Inggit Rianingtyas Ira Phajar Lestari Jafaruddin Jelita Septiani Jihan Al Ihsani Kartika Nuri Sakinatul Alim Keisha Wafa Kenya Janesa Liandri Khansa Aliifah Khodijah Auliya Kristiani Ningsi Pabontong Kristina Kristina Kusmilawaty Kusuma, Putu Riski Ananda Ladija Mufarika Lilik Ma'rifatul Azizah Liya Triyani Luthfi Ahmad Tamimi M. Yakub Made Sugi Hartono Maisaro Maisaro Makki Makki Mardiah Mardiah Marshanda Marshanda Maslah Maulana Wihartanty Meigia Nidya Sari Meiman Kristian Putra Gulo Mela Ratna Sari Memei Memei Mochamad Widjanarko Mohammad Kanzunnudin Mudy Oktiningrum Muhamad Iqbal Rhamadianto Muhammad Akbar Muhi Mukti Mustika Suci Muswardi Rosra Mutia Fitri Yana Najwa, Nina Fadilah Nayla Nurul Putri Nella Vallen Ika Puspita Nikmatus Sa’adah Noer Saudah Novi Puji Lestari Nur Hidayah Nuraini Azlin Nurlaila Nurlia Fusfita Nurul Sakinah Nurul, Nurul Saniah Pandapotan Simatupang Pawer Darasa Panjaitan Pinky Ayu Marsela Arindis Pratiwi L Basri Pratiwi Nasir Prema Hapsari Pricillia Deborah Valentine Putri Alvita Putri Puspitasari Putri, Syintia Mega Radi Ubaidillah Rahma Arinda Putri Bhirawanto Ramaditya Rahardian Ratna Nery Ratu Sausan Rd Ghina Fithriyah Reni Anggraeni Dwi Resti Resti Reza Khoirunnisa Richma Hidayati Ridha Tri Handayani Rodyatun Nisa Rosa Oktavia Rosa Oktavia Rahmadhani Rouzi , Kana Safrina Rully Charitas Indra Prahmana Ryan Anjasmara Saifuddin Helmi Sarah Afifah Selvi Novi Yanti Sepiwiryanti, Wika Shahru Ramadhan Silvia Afnes Sintia Anggraini Siti Iin Inayah Siti Laelatul Khaeriyah SJAFRIZAL, TABRANI - Soleha, Marchatus Sri Endah Wahyuningsih Sri Kasih Sri Sapto Darmawati Sugeng Purwantoro Edy Suranta G.S Sumarjo Sutrisno, Sutrisno Sy Haura Munawwarah Syafriandi Syafriandi Syahrul Amsari Syatiri, Muhammad Wahyu Agung Hidayatullah Wiwik Wiyanti yasmin qurrotu aini Yeni Yasyah Sinaga Yuan Andinny Zaharuddin Zaharuddin Zahra Fatimah Zelharsandy, Vika Tri