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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) CESS (Journal of Computer Engineering, System and Science) RABIT: Jurnal Teknologi dan Sistem Informasi Univrab METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Jurnal Informatika Universitas Pamulang JurTI (JURNAL TEKNOLOGI INFORMASI) MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer JISTech (Journal of Islamic Science and Technology) JURNAL PENDIDIKAN TAMBUSAI KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer) The IJICS (International Journal of Informatics and Computer Science) Journal on Education JOURNAL OF SCIENCE AND SOCIAL RESEARCH Indonesian Journal of Applied Informatics Infoman's: Jurnal Ilmu-Ilmu Manajeman dan Informatika STRING (Satuan Tulisan Riset dan Inovasi Teknologi) Jurnal Mantik Technologia: Jurnal Ilmiah TEKNOKOM : Jurnal Teknologi dan Rekayasa Sistem Komputer Jurnal Manajemen Informatika dan Sistem Informasi Indonesian Journal of Business Intelligence (IJUBI) JTIK (Jurnal Teknik Informatika Kaputama) Journal Cerita: Creative Education of Research in Information Technology and Artificial Informatics Jurnal E-Komtek Indonesian Journal of Electrical Engineering and Computer Science G-Tech : Jurnal Teknologi Terapan JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Computer Networks, Architecture and High Performance Computing Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Jurnal Abdi Mas Adzkia Jurnal Teknologi Sistem Informasi dan Sistem Komputer TGD Jurnal SAINTIKOM (Jurnal Sains Manajemen Informatika dan Komputer) Jurnal IPTEK Bagi Masyarakat AKM: Aksi Kepada Masyarakat Bulletin of Information Technology (BIT) sudo Jurnal Teknik Informatika Hello World Jurnal Hasi Penelitian Dan Pengkajian Ilmiah Eksakta - JPPIE Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Komputer Teknologi Informasi Sistem Komputer (JUKTISI) Sistem Pendukung Keputusan dengan Aplikasi Jurnal Pendidikan, Sains dan Teknologi Biner : Jurnal Ilmu Komputer, Teknik dan Multimedia Jurnal INFOTEL Sharia Economic and Management Business Journal (SEMBJ) JURNAL ILMIAH PENELITIAN MAHASISWA Bigint Computing Journal Neptunus: Jurnal Ilmu Komputer dan Teknologi Informasi Journal of Media and Communication (JRSIKOM) Jurnal Riset Sistem Informasi dan Aplikasi Komputer Scientiva: Journal of Society and Scientific Studies
Ali Ikhwan
Universitas Islam Negeri Sumatera Utara
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Journal : bigint computing journal

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Naïve Bayes-Based Classification of Wrestling Athletes Using Physical Performance Data Achmad Zoemirrotin Siregar; Ali Ikhwan
Bigint Computing Journal Vol 4 No 2 (2026)
Publisher : Ali Institute of Reseach and Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55537/bigint.v4i2.1868

Abstract

Objective evaluation of athletes’ physical test data can help reduce subjectivity in athlete assessment. This study develops a web-based classification system using the Naïve Bayes algorithm to classify wrestling athletes as Successful or Unsuccessful based on speed, balance, and agility attributes. The study uses a quantitative approach and the Waterfall software development model. The dataset consists of 36 wrestling athlete records, with 30 records used as training data to calculate prior and conditional probabilities and 6 independent records reserved for final testing; the testing records were not used during the training or probability calculation process. Speed is categorized as Slow, Normal, or Fast; balance as Poor, Fair, or Good; and agility as Low, Medium, or High. The target labels, Successful and Unsuccessful, were assigned independently based on recorded athlete performance assessment outcomes and were not derived from the predictor variables. The Naïve Bayes classification process calculates class priors, attribute likelihoods, posterior probabilities, and predicted classes. For the illustrated test case with Slow speed, Poor balance, and Low agility, the normalized probabilities were 4% for Successful and 96% for Unsuccessful. The six-record performance evaluation produced 83.33% accuracy, 75% precision, 100% recall, and an 85.71% F1-score. The system can support structured and more objective athlete assessment; however, the limited dataset size may restrict the generalizability of the results and requires validation using a larger dataset.
Co-Authors Abdul Halim Hasugian Achmad Zoemirrotin Siregar Adam Malik Siregar Adam Syahputra Ade Risky Paradika Adhe Eva Yolanda Adhe Eva Yolanda Adi Widarma Adinda Fitri Adnan Buyung Nasution Adnan Buyung Nasution Ahyanuardi Ahyanuardi Aji Wardana Aji Wardana Alda Penira Alwi Haryada Amira Salsabila Ananda Salsabila Khairi Anggi Dessisiliya Anggi Refachriati Nasution Aninda Muliani Annisa Almira Ary Santri Yuanda Arya Dwi Utama ARYA PRATAMA DAMANIK Asyahri Hadi Nasyuha Atika Sari br pa Atikah Zulfi Ayuni Ayu Azzahra Batubara Azrah Cipta Amandha Bagus Rizki Lubis Bagus Sopian Wanandi Bagus Sopian Wanandi Bunga Adella Utami Cahaya Muzaddidah Cholil Bisri Cindy Anggriani Cindy Cintya Cindy Sintya Deli Kartika Abrianisyah Dewi Putri Ayu Andira Dewi Diah Sawitri Dicky Novriansyah Dina Amalia Putri Lubis Dita Sucinta Sembiring Dwi Andini Dzakwan Abbas Elfany Rizqi Syaputri Erni Khairiah Euis Desy Khairiyati Evan Alfian Syahnur Fachri Fadillah Nur Ali fahreza shiddiq siregar Fajira Mahmudah Fakhri Alauddin Tarihoran FATHIYA HASYIFAH SIBARANI Fitri Annisa Purba Frihartini Ayu Salsabilah Harun Yahya Harun Yahya Hazizah W.S Manik Heni Pujiastuti Heru Irfansyah Hewa Majeed Zangana Ilka Zufria Iman Adlin Sinaga Indah Saputri Iqbal FirzaTullah Ira Murni Jaka Gunawan Jihan Ula Usla Juanda Kurniawan Dalimunthe Khairul Khairul Abdi Khofifah Fauzani Kiki Andrea Laila Turrubiah Ila Lili Saputri Mahzura Aznur Masayu Wianda Putri Maulana Ikhsan Mega Andriani Mega Lestari Mhd. Aria Agung Widodo Mhd. Aria Agung Widodoa Miana Sweety Miftahul Jannah Miftahul Jannah mira aripin panjaitan Mohammad Badri Mohammad Badri Moustafa H. Aly Much Nur Syams Simaja Muhammad Abdurrahman Hafizh Muhammad Arif Suhada Muhammad Dahria Muhammad Dedi Irawan Muhammad Dimas Abdillah Muhammad Faiz Muhammad Faris Adira Muhammad Fikri Assidiqie muhammad hafi isfahan isnan Muhammad Isnan Muhammad Khoir Al Alim Manurung Muhammad Naufal Fathin Hibrizi Muhammad Rizky Ramadhan muhammad rizky ramadhan Myra Thasandra Nabila Amanda Nabila Rahmadani Batubara Nadila Agnestesia Naila Umniati Nasrullah Gunawan Nasution, Muhammad Irwan Padli Novika Wulandari Nurhadizah Saragih Nurhalizah Sinaga Nurhayati Nurhayati Nurhayati, Nurhayati Nuri Aslami Nurul Afriani Tanjung Oris Krianto Sulaiman Pasaribu, Hamidah Pauji Wibowo Phaklen Ehkan Pria Mitra Purba Putra Wan Putrawan Putrawan Putri Indah Julia Hasibuan Putri Natasya Adelia Putri Ratricia Qurani Awaliyana Rafikha Aliana A. Raof Rafli Khalis Nugraha Raflikha Aliana A. Raof Raflikha Aliana A. Raof Raissa Amanda Putri Rasyid Ridho Reza Kurnia Lesmana Rico Almanda Rifaldi Mahsyaf Azmi Riski Agung Handika Rissa Azzahra Damanik Riyan Hidayah Purnama Riyan Hidayat Rizal Ardiansyah Rizka Annisa Putri Rizki Prasetya Nasution Roy Francis Navea Sahril Azmi Nasution Saiful Nurarif Salwa Alipia Fadillah Tambunan Samsudin, Samsudin Santi Ariani Rambe Sarjon Defit Satria Pratama Septia Ona Sutra Sigit Aditya Fahmi Siti Mawaddah Sri Hartati Suci Syah Putri Suendri Suendri Suendri, Suendri Sunilfa Maharani Surganda Sitompul Suwinda Aulansari Syaidah Fiddarain T Sabrina Tasya Maulariqa Insani Tri Ulandari Tursina Juliani Dlt Tutur Arbaim Sitakar Uswatun Hasanah Widya Ayu Safitri Wilda Maudyna Wiranda Wiranda Yasmin Yacob Yulia Fatma Harahap Yulia Imanita Yunita Dwi Cahaya Yustria Handika Siregar Zahra Azura Zahratul Husnah Zakiyah Khalilah