APPLICATION OF CASE BASED REASONING AND NEAREST NEIGHBOR ALGORITHM FOR POSITIONING FOOTBALL PLAYERS
Keywords:
Case Based Reasoning, Nearest Neighbor, Position, Soccer PlayersAbstract
Sport is an activity needed by humans for physical development and growth. One of the most popular and most popular sports in the world today including in Indonesia is soccer. The popularity of football is inseparable from the presence of supporters. The high expectations of supporters at a club, requires the coach and management team to develop the best strategies for each match. The potential of every soccer player must be managed well in order to optimize performance in the field in accordance with the competencies they have towards the position of players in the field. Players who have good abilities will benefit one team. The exit of the best ability of a player is inseparable from the placement of the ideal position for these players according to their potential. This study applies case-based reasoning using the nearest neighbor algorithm to build a system that can help the work of football club coaches and management teams in determining player positions according to the abilities and potential of football players based on similarities in previous cases. If there are similarities or similarities, experience from old problems will be used to solve new problems. Testing the system of determining the position of football players based on the potential of players using the nearest neighbor method produces an accuracy rate of 97%.
References
Aamodt, A., and Plaza, E. (1994). “Case-Based Reasoning: Foundation Issues Methodological Variations, and System Approaches,” AI Communication IOS Press, vol 7, pp. 39-59.
Adawiyah R., Hartati S. dan Musdholifah A. (2016). Case Based Reasoning Untuk Diagnosis Penyakit Akibat Virus Dengue, Tesis, S2 Ilmu Komputer UGM, Yokyakarta.
Kusrini, Emha T. L. (2009). "Algoritma Data Mining," Andi Offset.,Yogyakarta.
Lamalewa L. and Wardoyo R. (2017). “Penempatan posisi pemain sepakbola menggunakan case based reasoning”, Tesis, S2 Ilmu Komputer UGM, Yogyakarta.
Latuheru, RD and Sahupala, P. (2018). Design of Methane Gas Capture Installation from Garbage Waste, International Journal of Mechanical Engineering and Technology, 9(10), pp. 279–287.
Mancasari, U.A. (2012). “Sistem Pakar Menggunakan Penalaran Berbasis Kasus untuk Mendiagnosa Penyakit Syaraf pada Anak,” Skripsi, S1 Ilmu Komputer UGM, Yogyakarta.
Maulany, GJ; Manggau, FX; Jayadi, Waremra, RS and Fenanlampir, CA. (2018). Radiation Detection of Alfa, Beta, and Gamma Rays with Geiger Muller Detector, International Journal of Mechanical Engineering and Technology, 9(11), 2018, pp. 21–27.
Mikkey Anggara Suganda, (2017). “Pengaruh Latihan Lingkaran Pinball Tehadap Ketepatan Passing Datar Dalam Permainan Sepakbola Pada Siswa Ekstrakurikuler Di SMK YPS Prabumulih,“Jurnal Ilmu Keolahragaan, Vol. 16 No. 1.
Montani, S. and Jain, L. C. (2010). “Successful Case-Based Reasoning Applications – 1”. Springer. Berlin.
Pal, S.K., and Shiu, S.C.K. (2004). “Fondation of Soft Case-Based Reasoning,” John Willey and Sons, Inc., New Jersey.
S. Kuper, (2009). ”Soccernomics,” Erlangga, Surabaya.
Salim, (2008). ”Buku Pintar Sepakbola,” Penerbit Nuansa, Bandung.
Samudro, H., M. Faqih, E. Sudarma. (2011). Green architecture criteria for high-rise building that serves as a rental office in the city of Surabaya. Journal of Applied Sciences Research 7(5): 566-571.
Tempola F., Abdullah D. S. (2018). “Komparasi Rule Based Reasoning (RBR) dan Case Based Reasoning (CBR) untuk Penentuan Kelayakan Mahasiswa Penerima Beasiswa,” Jurnal PROtek, Vol. 05 No. 2.
Tomar, S. P. P., Singh, R., Saxena, K. P., dan Sharma, J. (2016). "Case Based Medical Diagnosis of Occupational Chronic Lung Diseases from Their Symptoms and Signs." International Journal of Biometrics and Bioinformatics (IJBB), Vol.5 , 216-224.
Waremra, RS and Bahri, S. (2018). Identification of Light Spectrum, Bias Index and Wavelength in Hydrogen Lights and Helium Lights Using a Spectrometer, International Journal of Mechanical Engineering and Technology 9(10), pp. 72–76.
Watson, (1997). “Applying Case-Based Reasoning: Techniques for Enterprise System,” Morgan Kaufmann Publisher Inc., San Fransisco, California.
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Copyright (c) 2020 Lusia Lamalewa, Gerzon J. Maulany (Author)
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