로지스틱 회귀분석을 이용한 축구의 승리요인
Victory Factors in Soccer Using Logistic Regression Analysis
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초록
This study tried to identify the winning factors directly related to soccer performance by using logistic regression analysis on the data collected from encoding and GPS. The study conducted with the K-3 collected data from athletes who played more than 90 minutes in 51 games measured over 3 years. In the offensive factor, shooting in the box, in the defensive factor, the success of the aerial ball competition, in the passing factor, the long-distance pass success, and the forward pass success were extracted as important factors affecting the victory. As GPS factors, EM, RHIE, HAE, and W/R were extracted as factors affecting victory. Rather than a lateral pass and a back pass, it was found that the strategy of an aggressive forward pass pattern that can be directly related to a goal is important as a factor in victory. terms of physical strength using GPS, intermittent high-intensity movements such as body movement, acceleration, and the ratio between running distance and rest were found to be important factors for victory rather than quantitative activities such as distance.
Abstract
This study tried to identify the winning factors directly related to soccer performance by using logistic regression analysis on the data collected from encoding and GPS. The study conducted with the K-3 collected data from athletes who played more than 90 minutes in 51 games measured over 3 years. In the offensive factor, shooting in the box, in the defensive factor, the success of the aerial ball competition, in the passing factor, the long-distance pass success, and the forward pass success were extracted as important factors affecting the victory. As GPS factors, EM, RHIE, HAE, and W/R were extracted as factors affecting victory. Rather than a lateral pass and a back pass, it was found that the strategy of an aggressive forward pass pattern that can be directly related to a goal is important as a factor in victory. terms of physical strength using GPS, intermittent high-intensity movements such as body movement, acceleration, and the ratio between running distance and rest were found to be important factors for victory rather than quantitative activities such as distance.
참고문헌 (27)
- 강춘기, "유럽과 아시아 축구의 패스 유형 및 성공률 비교분석 : 2004 유럽축구선수권대회와 아시아축구선수권대회를 중심으로", 석사, 체육교육, pp.2005
- 김영귀, "GPS를 활용한 하키경기에서 국가대표여자선수들의 포지션 간 이동거리, 소요시간 및 심박수 분석", 체육과학연구, 25(2), pp.354~363 (2014), 국민체육진흥공단 한국스포츠정책과학원[DOI]
- 김용래, "2020 K리그 경기력 비교 분석", 한국체육과학회지, 29(5), pp.1193~1211 (2020), 한국체육과학회
- 김주학, "스포츠 과학: 스포츠 경기분석의 이해", 스포츠과학, 108, pp.36~42 (2009)
- 김지응, "GPS를 활용한 여자 필드하키 경기력 분석", 디지털융복합연구, 17(10), pp.461~468 (2019), 한국디지털정책학회[DOI]
- 남용우, "GPS를 이용한 K-3 축구선수들의 포지션별 활동 특성 및 운동 강도분석", 대한스포츠융합학회지, 18(1), pp.59~72 (2020), 대한체육학회[DOI]
- 노흥섭, "2006 독일월드컵 경기 기술 분석", 석사, pp.2007
- 박상연, "로지스틱회귀모형" (2002), 민영사
- 박재현, "축구종목의 패스기록을 통한 경기내용평가", 한국체육측정평가학회지, 10(3), pp.51~63 (2008), 한국체육측정평가학회[DOI]
- 신인식, "축구 경기에서 승리확률을 높이기 위한 기술 및 전술 요인 분석", 체육과학연구, 15(2), pp.1~9 (2004), 국민체육진흥공단 한국스포츠정책과학원
- 오일영, "유럽축구 강호 스페인 축구의 패스패턴 및 볼 점유율에 관한 비교분석 - 2010 FIFA 남아공월드컵을 중심으로 -", 코칭능력개발지, 15(1), pp.55~61 (2013), 한국코칭능력개발원
- 이만균, "축구 생리학" (2007), 대한 축구협회
- 이용수, "축구 영상추적분석에 의한 승부요인 분석", 한국체육과학회지, 24(6), pp.1377~1385 (2015), 한국체육과학회
- 임병규, "축구경기 분석시스팀에 의한 대학 및 프로팀의 경기내용 분석", 코칭능력개발지, 8(3), pp.97~109 (2006), 한국코칭능력개발원
- 임충, "지구력 트레이닝 형태의 차이가 아마추어 축구 선수들의 지구력 향상과 피로에 미치는 영향", 석사, 체육및여가교육, pp.2008
- 정회덕, "GPS를 활용한 축구선수의 운동능력 유형 탐색", 석사, pp.2018
- 홍성진, "계층적분석방법(AHP : Analytic Hierarchy Process)을 통한 축구 경기력 평가 요인 가중치 산출", 한국체육측정평가학회지, 19(1), pp.1~12 (2017), 한국체육측정평가학회[DOI]
- 홍성진, "다각형 클리핑 알고리즘(Polygon Clipping Algorithm)을 이용한 배구경기 분석 프로그램 개발", 한국운동역학회지, 23(1), pp.45~51 (2013), 한국운동역학회
- 홍세희, "이항 및 다항 로지스틱 회귀분석" (2005), 교육과학사
- 홍세희, "이항 및 다항 로지스틱 회귀분석 프로그램", 고려대학교 한국교육심리학회 1차 워크샵 (2011)
- Bradley, P. S., "High-intensity activity profiles of elite soccer players at different performance levels", The journal of strength & conditioning research, 24(9), pp.2343~2351 (2010)
- Hogarth, L. W., "Neuromuscular and perceptual fatigue responses to consecutive tag football matches", International journal of sports physiology and performance, 10(5), pp.559~565 (2015)
- Meylan, C., "Quantifying explosive actions in international women’s soccer", International journal of sports physiology and performance, 12(3), pp.310~315 (2017)
- Rampinini, E., "Variation in top level soccer match performance", International journal of sports medicine, 28(12), pp.1018~1024 (2007)
- Rawstorn, J. C., "Degrades GPS Distance Measurement Validity during Intermittent Intensity Running", PLoS ONE, 9(4), pp.e93693~[DOI]
- Spencer, M., "Physiological and metabolic responses of repeated-sprint activities", Sports medicine, 35(12), pp.1025~1044 (2005)
- Varley, M. C., "Activity profiles of professional soccer, rugby league and Australian football match play", Journal of sports sciences, 32(20), pp.1858~1866 (2014)