자기구성지도를 이용한 테니스 ATP 공식기록 기반 연도, 그랜드슬램 여부, 토너먼트의 분류: 1991-2017년 자료를 중심으로 = The Classification of Year, Grand Slam, and Tournament with ATP Official Data in Tennis using Self-Organizing Map: Based on the Data from 1991 to 2017

다국어 초록 (Multilingual Abstract)

The purpose of this study was to identify the potential results of classification of Tennis ATP Official Data by year, Grand Slam, and Tournament. For this study, the data on the ATP Official web site was collected by Microsoft Excel ver. 2016 with Visual Basic for Application scripts. The dependent variables were year, Grand Slam, and tournament, totally 3 dependent variables used. And totally 48 independent variables used, such as 24 variables relating to the winners’ performances and 24 variables relating to the losers’ performances. The self-organizing map and cluster analysis were utilized with 10 by 10 size of self-organizing map which of 300 times learning procedures in order to process the data. Additionally the topographical error was calculated on year, Grand Slam and tournament between raw data and the results of classification. Consequently, there were three conclusions found as following; Firstly, there were no classification found on the data of 2003 and 2004 years after the analysis of classification between raw data and the result of classification based on the tennis ATP official data. Secondly, the classification process was well executed on all data after the analysis of classification between raw data and the result of classification based on the tennis ATP official data. Thirdly, 14 numbers of tournament was not possibly classified within this study after the analysis of classification between raw data and the result of classification based on the tennis ATP official data.

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