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Journal : Pattimura International Journal of Mathematics (PIJMath)

Comparison of Support Vector Machine and K-Nearest Neighbors in Breast Cancer Classification Desiani, Anita; Lestari, Adinda Ayu; Al-Ariq, M; Amran, Ali; Andriani, Yuli
Pattimura International Journal of Mathematics (PIJMath) Vol 1 No 1 (2022): Pattimura International Journal of Mathematics (PIJMath)
Publisher : Pattimura University

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (470.745 KB) | DOI: 10.30598/pijmathvol1iss1pp33-42

Abstract

Cancer is one of the leading causes of death, and breast cancer is the second leading cause of cancer death in women. One method to realize the level of malignancy of breast cancer from an early age is by classifying the cancer malignancy using data mining. One of the widely used data mining methods with a good level of accuracy is the Support Vector Machine (SVM) and K-Nearest Neighbors (KNN). Evaluation techniques of percentage split and cross-validation were used to evaluate and compare the SVM and KNN classification models. The result was that the accuracy level of the SVM classification method was better than the KNN classification method when using the cross-validation technique, which is 95,7081%. Meanwhile, the KNN classification method was better than the SVM classification method when using the percentage split technique, which is 95,4220%. From the comparison results, it can be seen that the KNN and SVM methods work well in the classification of breast cancer.
Co-Authors Abram, Arthur Henry Adinda Ayu Lestari, Adinda Ayu Afifah, Luthfiah Al Afisha, Fauziyah Nur Agung, Mochamad Untung Kurnia Agung, Mochamad Untung Kurnia Agung, Mochamad Untung Kurnia - Aisyah Aisyah . Aisyah Aisyah Al-Ariq, M Aldiansyah, Kevin Alfriani, Ranti Dwi Ali Amran Ali Syahbana Amelia, Fadilah Anando, Drian Alif Angga Dwi Cahya Anita Desiani Ansori, Muhammad Rifat Apriana Vinasyiam Arhami, Muhammad Arief, Mochamad Candra W. Armadila, Armadila Asep Sahidin Askar, Agus Tri Askar, Agus Tri Atikah Nurhayati Aufa, Indrawan Aulia, Halyda Aulia, Renita Ayi Yustiati Bagus Firmansyah, Bagus Balqis, Rahma Bambang Suprihatin Bussalam, Rajib Chotimah, Liana Chusnul Dafrizal, Dafrizal Darmawan, Mochamad Reza Des Alwine Zayanti, Des Alwine Dewi, Deshinta Arrova Diana Chilmawati Dipatiguna, Siti Nisrina Ulfah Dwi Cahya, Muhammad Endro Setyo Cahyono, Endro Setyo Faddilah, Thallita Nasywa Faizal, Ibnu Fajarwati, Mayapada Fatalattof. A, Ammar Filardi, Tara Grandiosa Herman, Roffi Gumay, Nadia Purnamasari Hafel, Aulia Putri Kapsari Handaka, Asep Agus Hariz, Shafwan Hasani, Fiza Jasmine Herman Hamdani Herman, Roffi Grandiosa Heti Herawati Iis Rostini Ilhampradja, Habibi In-In Hanidah Indra Maiyanti, Sri Ine Maulina Intan Pratama, Rusky Irsyadi Yani Iskandar Iskandar Isni Nurruhwati Isya, Muhammad Filah Iwang Gumilar Juliwis Kardi JUNIANTO JUNIANTO Juwita, Indah Permata Kiki Haetami Kosasih, Henry Putra Kusumoputra, Rahmadi Lestari, Mega Cahaya Dwi Lestari, Vira Maharani, Annisa Nur Maharani, Zahra Egidita Marchelin, Shefia Maria Agustin Marselina, Nyanyu Chika Mastanora, Refika Maudy, Gitri Meyllianawaty Pratiwy, Fittrie Meyllianawaty, Fittrie Mia Miranti Rustama Millatina, Nabilah Sani Mortara, Alda Amalia MS, Yuniarti Muhamad Fatah Wiyatna Mumtaz, Amalia Nabila, Tiara Nurul Ning Eliyati Nofatari, Muhammad Filah Isya Nofatari, Nofatari Novaliana, Rona Nieki Nugraha, Yoga Nugraha, Zidan Fachriza Adya Nugroho, Agung Meidito Nur Fauzy, Fahmy Nurinsani, Rizka Amalia Permatasari, Mitta Prameswari, Rhiana Prananda, Muhammad Rizky Prananda, Rizky Prasadi, Marsel Prasetiawan, Nanda Radhitia Pratama, Rusky I Pratiwi, Ananda Pratiwy, Fittrie Meyllianawaty Putra, Vito Dwisetia Putri, Ismi Nabila Rasyid, Raffael Muhammad Sabili Rasyiq, Arkan Naufal Ratih, Ai Resnawati Rihadatul Nabila, Shela Rita Rostika Rizki, Fatur Roffi Grandiosa Rusky I. Pratama Rusky Intan Pratama Rustiah, Wa Ode Salsabila, Aulia Salsabila, Putri Nadya Saputra, Arya Bayu Ega Sartikasari, Dewi Astuti Setyo Wati, Desy Shinta Shinta Shobihah, Hasna Nabila Silitonga, Hotmalina Silitonga, Hotmalina Subhan , Ujang Sugandhy, Rioaldi Sukmaya, Nabila Tia Supani, Ahyar Surahman, Mohammad Badai Putra Suripto, Auliya Syamsuddin, Mega Laksmini Taufanputri, Melati Titin Herawati tri wahyuni Tubagus Aldi Lazuardi Ujang Subhan Victoria, Stephanie Marcelia Wanto, Anjar Wiyatna, Muhammad Fatah Wulandari, Deswita Khansa Yayat Dhahiyat Yulia Resti Yuliadi, Lintang Permatasari Yuliadi, Lintang Permatasari Yuliadi, Lintang Permatasari Yuliana Farahita Yuniar Mulyani Yusmar, Fathan Ahmad Yustianti, Ayi Zaelani, Akbar Zahidah - Zahidah Zahidah, Zahidah Zahidah, , Zidni, Irfan