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The relationship of team and individual athlete performances on match quarter outcome in elite women’s Australian Rules football
- Source :
- Journal of Science and Medicine in Sport. 22:1157-1162
- Publication Year :
- 2019
- Publisher :
- Elsevier BV, 2019.
-
Abstract
- Objectives To evaluate the relationships between the athlete distribution of team performance indicators and quarter outcome in elite women’s Australian Rules football matches. Design Retrospective longitudinal cohort analysis. Methods Thirteen performance indicators were obtained from 56 matches across the 2017 and 2018 Australian Football League Women’s (AFLW) seasons. Absolute and relative values of 13 performance indicators were obtained for each athlete, in each quarter of all matches. Eleven features were further extracted for each performance indicator, resulting in a total of 169 features. Generalised estimating equations (GEE) and regression decision trees were run across the different feature sets and dependent variables, resulting in 22 separate models. Results The GEE algorithm produced slightly lower mean absolute errors across all dependent variables and feature sets comparative to the regression decision tree models. Quarter outcome was more accurately explained when considered as total points scored comparative to quarter score margin. Team differential and the 75th percentile of individual athlete Inside 50s were the strongest features included in the models. Conclusions Modelling performance statistics by quarter outcomes provides specific practical information for in-game tactics and coaching in relation to athlete performances each quarter. Within the current elite women’s Australian Rules football competition, key high performing individual athletes’ skilled performances within matches contribute more to success rather than a collective team effort.
- Subjects :
- Competitive Behavior
Percentile
media_common.quotation_subject
Football
Decision tree
Physical Therapy, Sports Therapy and Rehabilitation
Estimating equations
Athletic Performance
Coaching
03 medical and health sciences
0302 clinical medicine
Statistics
Humans
Orthopedics and Sports Medicine
Longitudinal Studies
030212 general & internal medicine
Retrospective Studies
media_common
Variables
business.industry
Decision Trees
Australia
030229 sport sciences
Quarter (United States coin)
Athletes
Female
Performance indicator
Psychology
business
Subjects
Details
- ISSN :
- 14402440
- Volume :
- 22
- Database :
- OpenAIRE
- Journal :
- Journal of Science and Medicine in Sport
- Accession number :
- edsair.doi.dedup.....040b27866ee7bc620c7dcf92a92a69d6
- Full Text :
- https://doi.org/10.1016/j.jsams.2019.05.004