Explaining match outcome in elite Australian Rules football using team performance indicators

被引:111
|
作者
Robertson, Sam [1 ,2 ]
Back, Nicole [1 ]
Bartlett, Jonathan D. [1 ,2 ]
机构
[1] Victoria Univ, Inst Sport Exercise & Act Living, Coll Sport & Exercise Sci, Melbourne, Vic 8001, Australia
[2] Western Bulldogs Football Club, Melbourne, Vic, Australia
关键词
Decision tree; logistic regression; performance analysis; coaching; data mining; IDENTIFICATION; BASKETBALL; POSSESSION; DEMANDS; SPORTS;
D O I
10.1080/02640414.2015.1066026
中图分类号
G8 [体育];
学科分类号
04 ; 0403 ;
摘要
The relationships between team performance indicators and match outcome have been examined in many team sports, however are limited in Australian Rules football. Using data from the 2013 and 2014 Australian Football League (AFL) regular seasons, this study assessed the ability of commonly reported discrete team performance indicators presented in their relative form (standardised against their opposition for a given match) to explain match outcome (Win/Loss). Logistic regression and decision tree (chi-squared automatic interaction detection (CHAID)) analyses both revealed relative differences between opposing teams for "kicks" and "goal conversion" as the most influential in explaining match outcome, with two models achieving 88.3% and 89.8% classification accuracies, respectively. Models incorporating a smaller performance indicator set displayed a slightly reduced ability to explain match outcome (81.0% and 81.5% for logistic regression and CHAID, respectively). However, both were fit to 2014 data with reduced error in comparison to the full models. Despite performance similarities across the two analysis approaches, the CHAID model revealed multiple winning performance indicator profiles, thereby increasing its comparative feasibility for use in the field. Coaches and analysts may find these results useful in informing strategy and game plan development in Australian Rules football, with the development of team-specific models recommended in future.
引用
收藏
页码:637 / 644
页数:8
相关论文
共 50 条
  • [1] Match running performance in elite Australian Rules Football
    Coutts, Aaron J.
    Quinn, John
    Hocking, Joel
    Castagna, Carlo
    Rampinini, Ermanno
    [J]. JOURNAL OF SCIENCE AND MEDICINE IN SPORT, 2010, 13 (05) : 543 - 548
  • [2] Match performance indicators and outcome in Australian Football
    Waddington, Gordon S.
    [J]. JOURNAL OF SCIENCE AND MEDICINE IN SPORT, 2019, 22 (04) : 379 - 379
  • [3] The relationship of team and individual athlete performances on match quarter outcome in elite women's Australian Rules football
    Cust, Emily E.
    Sweeting, Alice J.
    Ball, Kevin
    Anderson, Hamish
    Robertson, Sam
    [J]. JOURNAL OF SCIENCE AND MEDICINE IN SPORT, 2019, 22 (10) : 1157 - 1162
  • [4] The relationship between match performance indicators and outcome in Australian Football
    Young, Christopher M.
    Luo, Wei
    Gastin, Paul
    Tran, Jacqueline
    Dwyer, Dan B.
    [J]. JOURNAL OF SCIENCE AND MEDICINE IN SPORT, 2019, 22 (04) : 467 - 471
  • [5] GPS variables most related to match performance in an elite Australian football team
    Bauer, Alexandra M.
    Young, Warren
    Fahrner, Brendan
    Harvey, Jack
    [J]. INTERNATIONAL JOURNAL OF PERFORMANCE ANALYSIS IN SPORT, 2015, 15 (01) : 187 - 202
  • [6] Creatine kinase and its relationship with match performance in elite Australian Rules football
    Hunkin, Shannon L.
    Fahrner, Brendan
    Gastin, Paul B.
    [J]. JOURNAL OF SCIENCE AND MEDICINE IN SPORT, 2014, 17 (03) : 332 - 336
  • [7] Explaining match outcome and ladder position in the National Rugby League using team performance indicators
    Woods, Carl T.
    Sinclair, Wade
    Robertson, Sam
    [J]. JOURNAL OF SCIENCE AND MEDICINE IN SPORT, 2017, 20 (12) : 1107 - 1111
  • [8] Neuromuscular and Endocrine Responses of Elite Players to an Australian Rules Football Match
    Cormack, Stuart J.
    Newton, Robert U.
    McGuigan, Michael R.
    [J]. INTERNATIONAL JOURNAL OF SPORTS PHYSIOLOGY AND PERFORMANCE, 2008, 3 (03) : 359 - 374
  • [9] Collective team behaviour of Australian Rules football during phases of match play
    Alexander, Jeremy P.
    Spencer, Bartholomew
    Mara, Jocelyn. K.
    Robertson, Sam
    [J]. JOURNAL OF SPORTS SCIENCES, 2019, 37 (03) : 237 - 243
  • [10] The influence of match outcome on running performance in elite Gaelic football
    Mangan, Shane
    Malone, Shane
    Ryan, Martin
    McGahan, Jason
    O'neill, Cian
    Burns, Con
    Warne, Joe
    Martin, Denise
    Collins, Kieran
    [J]. SCIENCE AND MEDICINE IN FOOTBALL, 2017, 1 (03) : 272 - 279