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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Jurnal Counsellia JETT (Jurnal Elektro dan Telekomunikasi Terapan) Journal of Economic, Bussines and Accounting (COSTING) Indonesian Journal of Information System JOURNAL OF APPLIED INFORMATICS AND COMPUTING Jurnal Informatika Universitas Pamulang INTECOMS: Journal of Information Technology and Computer Science KACANEGARA Jurnal Pengabdian pada Masyarakat Jurnal Teknologi Terpadu Jurnal Maternitas Kebidanan JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Health Reproductive Jurnal Riset dan Aplikasi Mahasiswa Informatika (JRAMI) Jurnal Mandiri IT International Journal Software Engineering and Computer Science (IJSECS) Journal Of Human And Education (JAHE) Journal of Scientific Research, Education, and Technology Indonesian Research Journal on Education Innovative: Journal Of Social Science Research JME AgriMu International Journal of Multidisciplinary Research of Higher Education (IJMURHICA) Riset Sains dan Teknologi Kelautan International Journal of Economics and Management Jurnal Pendidikan Profesi Guru Tut Wuri Handayani : Jurnal Keguruan dan Ilmu Pendidikan Alfuad: Jurnal Sosial Keagamaan VISA: Journal of Vision and Ideas Jurnal Pengabdian Kepada Masyarakat Meambo Jurnal Indonesia : Manajemen Informatika dan Komunikasi Journal of Public Health Science (JoPHS) Journal of Indonesian Primary School Jurnal Abdi Rakyat Jurnal Pengabdian dan Inovasi Masyarakat
Irma Handayani, Irma
Jurusan Teknik Elektro FT.UNTIRTA Cilegon, Indonesia
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Journal : Indonesian Journal of Information System

 1 
Application of K-Nearest Neighbor Algorithm on Classification of Disk Hernia and Spondylolisthesis in Vertebral Column Handayani, Irma
Indonesian Journal of Information Systems Vol 2, No 1 (2019): Agustus 2019
Publisher : Program Studi Sistem Informasi Universitas Atma Jaya Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (544.168 KB) | DOI: 10.24002/ijis.v2i1.2352

Abstract

Vertebral column as a part of backbone has important role in human body. Trauma in vertebral column can affect spinal cord capability to send and receive messages from brain to the body system that controls sensory and motoric movement. Disk hernia and spondylolisthesis are examples of pathologies on the vertebral column. Research about pathology or damage bones and joints of skeletal system classification is rare whereas the classification system can be used by radiologists as a second opinion so that can improve productivity and diagnosis consistency of the radiologists. This research used dataset Vertebral Column that has three classes (Disk Hernia, Spondylolisthesis and Normal) and instances in UCI Machine Learning. This research applied the K-NN algorithm for classification of disk hernia and spondylolisthesis in vertebral column. The data were then classified into two different but related classification tasks: “normal” and “abnormal”. K-NN algorithm adopts the approach of data classification by optimizing sample data that can be used as a reference for training data to produce vertebral column data classification based on the learning process. The results showed that the accuracy of K-NN classifier was 83%. The average length of time needed to classify the K-NN classifier was 0.000212303 seconds.
Co-Authors Affan, M Zafid Agustine, Dian Nofita Akhyar Hanif Alfi, Ikrima Anggara, Afwan Anwar, Wan Tasya Anwar, Wan Tasya Luthfiah Artika, Selfi Asmadi, Soraya Zairina Asmiralda, Febrina Chairul Paotonan Damayant, Riska Dani, Ananda Rizki Daulay, Haidar Putra Delina, Meriah Kita Eka Fransiska, Eka Eka Nurmala Sari Evawany Y Aritonang Fadiyah Hani Sabila Fathimah, Laila Fitria, Erlin Ginting, Dafid Hermawati Syarif Hidayati, Yusranida Ikhwanuzaki, Muhammad Fakhri Irwanto, Andri Jumiati Jumiati Kalifia, Anna Dina Kartika Ningsih, Nisa Kasmuri Selamat Lilis, Lilis Lubis, Zulfahmi Lutfiah, Izmi Ma'ruf, Muhammad Anas Marwiyah, Masringgit Miftahuljannah, Viona Mujiono, Restu Mukhaiyar Mukhaiyar Muliana, Sari Musthofa, Muhammad Naufal Alfa'iz Naja, Alfa Iqbal Ahlun Nanda Ramadani, Nanda Nilam Sari Nur ‘Azah Nurmawati Nurmawati Pangestu, Yoga Perrianty, Fefri Qhadafi, Yoga Maulana Rahmadani Rahmadani Rahmat, Ilham Rakhmat, Muhammad Daffa Khairul Ridho, Syarifur Rinaldi, Fahmi Rismanto, Muhammad Elio Phillo Rispianti, Dina Rony, Zahara Tussoleha Rosadi rosadi Sahid, Muhammad Sahlan Sahlan Said, Aja Avriana Salma, Leza Maulidina Salminawati Sambegana, Jaka Rahmat Setyaka, Galyleo Ilham Sianipar, Maruli Jonatan Sinaga, Ali Imran Siregar, Ilham Syahputra Siregar, Putri Awdes Siti Halimah Soedarmadi, Yanies Novira Sri Wahyuni Sri Wulandari Suarni, Leny Suhendra, Agung Aditya SULASTRI Sumanti, Sholihah Titin Suningsih Sutria, Yuna Syafrida Hani Syahputera Siregar, Ilham Syamsuwardi, Noviyan Taruna, Taruna Taufiqur Rachman Ulfa Amalia Utami, Wahyu Sri Vianus, M, Yepta Waluyo, Anita Fira Wulandari, Yuniar Ayu Yanto, Vito Dwi Yuris Danilwan Yusnidah Zidan, Ahmad Halim Faizal Zulhaida Lubis