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Sports Performance

Complementing subjective with objective data in analysing expertise: A machine-learning approach applied to badminton

ORCID Icon, ORCID Icon, ORCID Icon & ORCID Icon
Pages 1943-1952 | Accepted 16 Jan 2020, Published online: 17 Jun 2020

References

  • Abian-Vicen, J., Castanedo, A., Abián, P., & Sampedro, J. (2013). Temporal and notational comparison of badminton matches between men’s singles and women’s singles. International Journal of Performance Analysis in Sport, 13(2), 310–320. https://doi.org/10.1080/24748668.2013.11868650
  • Bailey, K. (1994). An introduction to classification techniques. In M. Lewis-Beck (Ed.), Typologies and Taxonomies: An introduction to classification techniques (pp. 1–16). SAGE Publications Inc. https://doi.org/10.4135/9781412986397
  • Blomqvist, M., Luhtanen, P., & Laakso, L. (1998). Validation of a notational analysis system in badminton. Journal of Human Movement Studies, 35(3), 137–150.
  • Blomqvist, M., Luhtanen, P., & Laakso, L. (2000). Expert-novice differences in game performance and game understanding of youth badminton players. European Journal of Physical Education, 5(2), 208–219. https://doi.org/10.1080/1740898000050207
  • Blomqvist, M. T., Luhtanen, P., Laakso, L., & Keskinen, E. (2000). Validation of a video-based game-understanding test procedure in badminton. Journal of Teaching in Physical Education, 19(3), 325–337. https://doi.org/10.1123/jtpe.19.3.325
  • Breiman, L. (2001). Random forests. Machine Learning, 45(1), 5–32. https://doi.org/10.1023/A:1010933404324
  • Bui-Xuân, G. (1993). Préparation aux concours de recrutement des enseignants d’EPS. In G. Bui-Xuân & J. Gleyse (Eds.), Enseigner l’éducation physique et sportive (pp. 62–83). Editions AFRAPS.
  • Bui-Xuân, G., & Récopé, M. (2006). Tendances et conations- le sens en action. In G. Carlier, D. Bouthier, & G. Bui-Xuân (Eds.), Intervenir en éducation physique et en sport: Recherches actuelles (pp. 230–236). Presses Universitaire de Louvain.
  • Cabello, D., Padial, P., Lees, A., & Rivas, F. (2004). Temporal and physiological characteristics of elite women’s and men’s singles badminton. International Journal of Applied Sports Sciences, 16(1), 1–12.
  • Cabello Manrique, D. (2003). Analysis of the characteristics of competitive badminton. British Journal of Sports Medicine, 37(1), 62–66. https://doi.org/10.1136/bjsm.37.1.62
  • Caldwell, G. E., Robertson, D. G. E., & Whittlesey, S. N. (2004). Forces and their measurement. In D. G. E. Robertson, G. E. Caldwell, J. Hamill, G. Kamen, & S. N. Whittlesey (Eds.), Research methods in biomechanics (pp. 73–102). Human Kinetics.
  • Chen, H.-L., & Chen, T. C. (2008). Temporal structure comparison of the new and conventional scoring systems for men’s badminton singles in Taiwan. Journal of Exercise Science and Fitness, 6(1), 34–43.
  • Chen, K. Y., & Bassett, D. R. (2005). The technology of accelerometry-based activity monitors: Current and future. Medicine and Science in Sports and Exercise, 37(Supplement), S490–S500. https://doi.org/10.1249/01.mss.0000185571.49104.82
  • Chu, E. Y. W., McManus, A. M., & Yu, C. C. W. (2007). Calibration of the RT3 accelerometer for ambulation and non-ambulation in children. Medicine and Science in Sports and Exercise, 39(11), 2085–2091. https://doi.org/10.1249/mss.0b013e318148436c
  • Cohen, J. (1988). Statistical power analysis for the social sciences. Routledge Academic.
  • Cools, W., De Martelaer, K., Samaey, C., & Andries, C. (2009). Movement skill assessment of typically developing preschool children: A review of seven movement skill assessment tools. Journal of Sports Science & Medicine, 8(2), 154–168.
  • Craig, C. L., Marshall, A. L., Sjöström, M., Bauman, A. E., Booth, M. L., Ainsworth, B. E., Pratt, M., Ekelund, U., Yngve, A., Sallis, J., & Oja, P. (2003). International physical activity questionnaire: 12-country reliability and validity. Medicine and Science in Sports and Exercise, 35(8), 1381–1395. https://doi.org/10.1249/01.MSS.0000078924.61453.FB
  • De Jonge, L., DeLany, J. P., Nguyen, T., Howard, J., Hadley, E. C., Redman, L. M., & Ravussin, E. (2007). Validation study of energy expenditure and intake during calorie restriction using doubly labeled water and changes in body composition. The American Journal of Clinical Nutrition, 85(1), 73–79. https://doi.org/10.1093/ajcn/85.1.73
  • Dieu, O. (2012). Expérience corporelle et sens du mouvement: Matérialisationvia l’actimétrie du « contexte altéré par l’action » dans l’évolution du joueur de badminton. Staps, 98(4), 49. https://doi.org/10.3917/sta.098.0049
  • Dieu, O. (2015). Corrélation entre orientation tactique du jeu et quantité d’activité physique en badminton. eJRIEPS, 36[[En ligne], 99–120. https://doi.org/10.4000/ejrieps.1481
  • Dieu, O., Vanhelst, J., Bui-Xuân, G., Blondeau, T., Fardy, P. S., & Mikulovic, J. (2014). Relationship between tactics and energy expenditure according to level of experience in badminton. Perceptual and Motor Skills, 119(2), 455–467. https://doi.org/10.2466/29.PMS.119c21z3
  • Fahimi, F., & Vaezmousavi, M. (2011). Physiological patterning of short badminton serve: A psychophysiological perspective to vigilance and arousal. World Applied Sciences Journal, 12(3), 347–353.
  • Faude, O., Meyer, T., Rosenberger, F., Fries, M., Huber, G., & Kindermann, W. (2007). Physiological characteristics of badminton match play. European Journal of Applied Physiology, 100(4), 479–485. https://doi.org/10.1007/s00421-007-0441-8
  • Gerdes, K. E., & Stromwall, L. K. (2008). Conation:a missing link in the strengths perspective. Social Work, 53(3), 233–242. https://doi.org/org/10/fx249f
  • Gholar, C. R., & Riggs, E. G. (2004). Connecting with students’ will to succeed: Thepower of conation. Pearson Professional Development.
  • Hamill, J., & Selbie, W. S. (2004). Three-dimensional kinematics. In D. G. E. Robertson, G. E. Caldwell, J. Hamill, G. Kamen, & S. N. Whittlesey (Eds.), Research methods in biomechanics (pp. 35–52). Human Kinetics.
  • Hastie, P. A., Sinelnikov, O. A., & Guarino, A. J. (2009). The development of skill and tactical competencies during a season of badminton. European Journal of Sport Science, 9(3), 133–140. https://doi.org/10.1080/17461390802542564
  • Hughes, M. (1998). The application of notational analysis to racket sports. In A. Lees, I. W. Maynard, M. Hughes, & T. Reilly (Eds.), World congress on science and racket sports, science and racket sports II (pp. 229–238). E&FN Spon.
  • Hughes, M., & Franks, I. (2004). Notational analysis of sport: Systems for better coaching and performance in sport (2e éd ed.). Routledge. https://doi.org/10.4324/9780203641958
  • Hughes, M. D., & Bartlett, R. M. (2002). The use of performance indicators in performance analysis. Journal of Sports Sciences, 20(10), 739–754. https://doi.org/10.1080/026404102320675602
  • Ibáñez-Gijón, J., Buekers, M., Morice, A., Rao, G., Mascret, N., Laurin, J., & Montagne, G. (2017). A scale-based approach to interdisciplinary research and expertise in sports. Journal of Sports Sciences, 35(3), 290–301. https://doi.org/org/10/ggdkxr
  • Jaworski, J., Lech, G., Żak, M., Madejski, E., & Szczepanik, K. (2017). The level of selected coordination abilities in badminton players at various ages and sport skill levels as compared to non-athletes. Baltic Journal of Health and Physical Activity, 9(3), 33–43. https://doi.org/10.29359/BJHPA.09.3.03
  • Knudson, D. V. (2013). Qualitative diagnosis of human movement: Improving performance in sport and exercise (3rd ed). Human Kinetics.
  • Kohavi, R., & Provost, F. (1998). Glossary of terms. Machine Learning, 30(2), 271–274. https://doi.org/10.1023/A:1017181826899
  • Lantz, B. (2019). Machine learning with R : Expert techniques for predictive modeling (1) (3rd ed.). Packt Publishing.
  • Lees, A. (2003). Science and the major racket sports: A review. Journal of Sports Sciences, 21(9), 707–732. https://doi.org/10.1080/0264041031000140275
  • Lieshout, K. A. V., & Lombard, A. J. J. (2003). Fitness profile of elite junior badminton players in South Africa. African Journal for Physical, Health Education, Recreation and Dance, 9(3), 114–120. https://doi.org/10.4314/ajpherd.v9i3.24643
  • Lorgnier, N., Su, C.-J., O’Rourke, S. M., & Penel, G. (2018). Understanding conations in the organization: Multiple-level analysis and seasonality. International Journal of Sport Management, 1(19), 262–288.
  • Mather, G., & West, S. (1993). Recognition of animal locomotion from dynamic point-light displays. Perception, 22(7), 759–766. https://doi.org/10.1068/p220759
  • Mikulovic, J., Bui-Xuân, G., & Marcellini, A. (2002). Social and professional reintegration of the long-term unemployed disabled. Intervention on the body through adapted physical activities, conative teaching skills and social re-energization. International Journal of Rehabilitation Research, 25(1), 47–50. https://doi.org/org/10/bs6nmm
  • Ming, C. L., Keong, C. C., & Ghosh, A. K. (2008). Time motion and notational analysis of 21 point and 15-point badminton match play. International Journal of Sports Science and Engineering, 2(4), 216–222.
  • Moore, A. W., & Lee, M. S. (1994). Efficient algorithms for minimizing cross validation error. In H. Hirsh, & W. W. Cohen, (Eds.), Machine Learning: Proceedings of the Eleventh International Conference: Rutgers University (pp. 190–198). New Jersey: Elsevier. https://doi.org/10.1016/B978-1-55860-335-6.50031-3
  • O’Donoghue, P., & Ingram, B. (2001). A notational analysis of elite tennis strategy. Journal of Sports Sciences, 19(2), 107–115. https://doi.org/10.1080/026404101300036299
  • Phomsoupha, G., & Dor, F. (2015). Changes in the game characteristics of a badminton match: A longitudinal study through the Olympic Game finals analysis in men’s singles. Journal of Sports Science & Medicine, 14(3), 584–590.
  • Phomsoupha, M., & Laffaye, G. (2015). The science of badminton: Game characteristics, anthropometry, physiology, visual fitness and biomechanics. Sports Medicine, 45(4), 473–495. https://doi.org/10.1007/s40279-014-0287-2
  • Raman, D., & Nageswaran, A. (2013). Effect of game-specific strength training on selected physiological variables among badminton players. International Journal of Scientific Research, 10(2), 1–2. https://doi.org/10.15373/22778179
  • Reilly, T. (1990). The racket sports. In T. Reilly, N. Secher, P. Snell, & C. Williams (Eds.), Physiology of sports (pp. 337–370). E & FN Spon.
  • Schnitzler, C., Brazier, T., Button, C., Seifert, L., & Chollet, D. (2011). Effect of velocity and added resistance on selected coordination and force parameters in front craw. Journal of Strength and Conditioning Research, 25(10), 2681–2690. https://doi.org/10.1519/JSC.0b013e318207ef5e
  • Schnitzler, C., Button, C., Seifert, L., & Croft, J. (2014). Analysing expertise through data mining: An example based on treading water. Journal of Sports Sciences, 32(12), 1186–1195. https://doi.org/10.1080/02640414.2013.876085
  • Seifert, L., Araújo, D., Komar, J., & Davids, K. (2017). Understanding constraints on sport performance from the complexity sciences paradigm : An ecological dynamics framework. Human Movement Science, 56(A), 178–180. https://doi.org/org/10/gctgrr
  • Seifert, L., Button, C., & Davids, K. (2013). Key properties of expert movement systems in sport: An ecological dynamics perspective. Sports Medicine, 43(3), 167–178. https://doi.org/10.1007/s40279-012-0011-z
  • Seifert, L., Orth, D., Mantel, B., Boulanger, J., Hérault, R., & Dicks, M. (2018). Affordance realization in climbing: Learning and transfer. Frontiers in Psychology, 820(9), 1–14. https://doi.org/org/10/gdn3nf
  • Silva, P., Santiago, C., Reis, L. P., Sousa, A., Mota, J., & Welk, G. (2015). Assessing physical activity intensity by video analysis. Physiological Measurement, 36(5), 1037–1046. https://doi.org/10.1088/0967-3334/36/5/1037
  • Smeeton, N. J., Ward, P., & Williams, A. M. (2004). Do pattern recognition skills transfer across sports? A preliminary analysis. Journal of Sport Sciences, 22(2), 205–213. https://doi.org/10.1080/02640410310001641494
  • Taylor, M., & Hughes, M. (1998). Analysis of elite under-19 tennis players. In A. Lees, I. W. Maynard, M. Hughes, & T. Reilly (Eds.), World congress on science and racket sports, science and racket sports II (pp. 211–220). E&FN Spon.
  • Tiwari, L. M., Rai, V., & Srinet, S. (2011). Relationship of selected motor fitness components with the performance of badminton player. Asian Journal of Physical Education and Computer Science in Sports, 5(1), 88–91.
  • Vanhelst, J., Béghin, L., Duhamel, A., Bergman, P., Sjöström, M., & Gottrand, F. (2012). Comparison of uniaxial and triaxial accelerometry in the assessment of physical activity among adolescents under free-living conditions: The HELENA study. BMC Medical Research Methodology, 12(1), 20–26. https://doi.org/10.1186/1471-2288-12-26
  • Vanhelst, J., Béghin, L., Fardy, P. S., Bui-Xuan, G., & Mikulovic, J. (2012). A conative educational model for an intervention program in obese youth. BMC Public Health, 12(1), 416–421. https://doi.org/10.1186/1471-2458-12-416.
  • Vanhelst, J., Béghin, L., Rasoamanana, P., Theunynck, D., Meskini, T., Iliescu, C., Duhamel, A., Turck, D., & Gottrand, F. (2010). Calibration of the RT3 accelerometer for various patterns of physical activity in children and adolescents. Journal of Sports Sciences, 28(4), 381–387. https://doi.org/10.1080/02640410903508821
  • Vanhelst, J., Fardy, P. S., Béghin, L., Bui-Xuan, G., & Mikulovic, J. (2013). Strategies in intervention programmes for obese youth : Implication of the age and the type of physical activities. Clinical Physiology and Functional Imaging, 35(1), 17–20. https://doi.org/org/10/ggdk2s
  • Wang, J., & Liu, W. (2012). Changes in badminton game play across developmental skill levels among high school students. ICHPER-SD Journal of Research, 7(2), 29–37. https://doi.org/10.1080/07303084.2017.1356768
  • Wang, J., Liu, W., & Moffit, J. (2009). Steps for ARM and trunk actions of overhead forehand stroke used in badminton games across skill levels. Perceptual and Motor Skills, 109(1), 177–186. https://doi.org/10.2466/pms.109.1.177-186
  • Wang, J., & Moffit, J. (2009). Teaching badminton based on student skill levels. Strategies, 22(6), 14–18. https://doi.org/10.1080/08924562.2009.10590844
  • Williams, A. M., Hodges, N. J., North, J. S., & Barton, G. (2006). Perceiving patterns of play in dynamic sport tasks: Investigating the essential information underlying skilled performance. Perception, 35(3), 317–332. https://doi.org/10.1068/p5310

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