1,015
Views
0
CrossRef citations to date
0
Altmetric
Sports Medicine and Biomechanics

Characterization of movement patterns using unsupervised learning neural networks: Exploring a novel approach for monitoring athletes during sidestepping

ORCID Icon & ORCID Icon
Pages 1845-1851 | Received 01 May 2023, Accepted 21 Dec 2023, Published online: 07 Jan 2024

References

  • Babaee Khobdeh, S., Yamaghani, M. R., & Khodaparast Sareshkeh, S. (2021). Clustering of basketball players using self-organizing map neural networks. Journal of Applied Research on Industrial Engineering, 8(4), 412–428. https://doi.org/10.22105/jarie.2021.276107.1270
  • Bahr, R. (2016). Why screening tests to predict injury do not work-and probably never will: A critical review. British Journal of Sports Medicine, 50(13), 776–780. https://doi.org/10.1136/bjsports-2016-096256
  • Bahr, R., & Krosshaug, T. (2005). Understanding injury mechanisms: A key component of preventing injuries in sport. British Journal of Sports Medicine, 39(6), 324–329. https://doi.org/10.1136/bjsm.2005.018341
  • Barton, G., Lees, A., Lisboa, P., & Attfield, S. (2006). Visualisation of gait data with Kohonen self-organising neural maps. Gait & Posture, 24(1), 46–53. https://doi.org/10.1016/j.gaitpost.2005.07.005
  • Bencke, J., Curtis, D., Krogshede, C., Jensen, L. K., Bandholm, T., & Zebis, M. K. (2013). Biomechanical evaluation of the side-cutting manoeuvre associated with ACL injury in young female handball players. Knee Surgery, Sports Traumatology, Arthroscopy, 21(8), 1876–1881. https://doi.org/10.1007/s00167-012-2199-8
  • Biddle, S., Fox, K. R., & Boutcher, S. H. (2000). Physical activity and psychological well-being (Vol. 552). Routledge London.
  • Boden, B. P., Sheehan, F. T., Torg, J. S., & Hewett, T. E. (2010). Noncontact anterior cruciate ligament injuries: Mechanisms and risk factors. The Journal of the American Academy of Orthopaedic Surgeons, 18(9), 520. https://doi.org/10.5435/00124635-201009000-00003
  • Bonazza, N. A., Smuin, D., Onks, C. A., Silvis M. L., & Dhawan A. (2017). Reliability, validity, and injury predictive value of the functional movement screen: A systematic review and meta-analysis. The American Journal of Sports Medicine, 45(3), 725–732. https://doi.org/10.1177/0363546516641937
  • Brophy, R., Silvers, H. J., Gonzales, T., & Mandelbaum, B. R. (2010). Gender influences: The role of leg dominance in ACL injury among soccer players. British Journal of Sports Medicine, 44(10), 694–697. https://doi.org/10.1136/bjsm.2008.051243
  • Brown, S. R., Wang, H., Dickin, D. C., & Weiss, K. J. (2014). The relationship between leg preference and knee mechanics during side stepping in collegiate female footballers. Sports Biomechanics / International Society of Biomechanics in Sports, 13(4), 351–361. https://doi.org/10.1080/14763141.2014.955047
  • David, S., Komnik, I., Peters, M., Funken, J., & Potthast, W. (2017). Identification and risk estimation of movement strategies during cutting maneuvers. Journal of Science & Medicine in Sport / Sports Medicine Australia, 20(12), 1075–1080. https://doi.org/10.1016/j.jsams.2017.05.011
  • David, S., Mundt, M., Komnik, I., & Potthast, W. (2018). Understanding cutting maneuvers – the mechanical consequence of preparatory strategies and foot strike pattern. Human Movement Science, 62, 202–210. https://doi.org/10.1016/j.humov.2018.10.005
  • Dempsey, A. R., Lloyd, D. G., Elliott, B. C., Steele, J. R., & Munro, B. J. (2009). Changing sidestep cutting technique reduces knee valgus loading. The American Journal of Sports Medicine, 37(11), 2194–2200. https://doi.org/10.1177/0363546509334373
  • Donnelly, C. J., Chinnasee, C., Weir, G., Sasimontonkul, S., & Alderson, J. (2017). Joint dynamics of rear- and fore-foot unplanned sidestepping. Journal of Science & Medicine in Sport / Sports Medicine Australia, 20(1), 32–37. https://doi.org/10.1016/j.jsams.2016.06.002
  • Dos’santos, T., Bishop, C., Thomas, C., Comfort, P., & Jones, P. A. (2019). The effect of limb dominance on change of direction biomechanics: A systematic review of its importance for injury risk. Physical Therapy in Sport, 37, 179–189. https://doi.org/10.1016/j.ptsp.2019.04.005
  • Gottlob, C. A., Baker, C. L., Pellissier, J. M., & Colvin, L. (1999). Cost effectiveness of anterior cruciate ligament reconstruction in young adults. Clinical Orthopaedics & Related Research, 367, 272–282. https://doi.org/10.1097/00003086-199910000-00034
  • Greska, E. K., Cortes, N., Ringleb, S. I., Onate, J. A., & Van Lunen, B. L. (2017). Biomechanical differences related to leg dominance were not found during a cutting task. Scandinavian Journal of Medicine & Science in Sports, 27(11), 1328–1336. https://doi.org/10.1111/sms.12776
  • Hagger, M., & Chatzisarantis, N. (2005). The social psychology of exercise and sport. McGraw-Hill Education (UK).
  • Kohonen, T. (2001). Self-organizing maps (Vol. 30). Springer.
  • Kristianslund, E., Krosshaug, T., & van den Bogert, A. J. (2012). Effect of low pass filtering on joint moments from inverse dynamics: Implications for injury prevention. Journal of Biomechanics, 45(4), 666–671. https://doi.org/10.1016/j.jbiomech.2011.12.011
  • Lamb, P., Bartlett, R., & Robins, A. (2010). Self-organising maps: An objective method for clustering complex human movement. International Journal of Computer Science in Sport, 9(1), 20–29.
  • Marshall, B., Franklyn-Miller, A., Moran, K., King, E., Richter, C., Gore, S., Strike, S., & Falvey, É. (2015). Biomechanical symmetry in elite rugby union players during dynamic tasks: An investigation using discrete and continuous data analysis techniques. BMC Sports Science, Medicine and Rehabilitation, 7(1), 1–13. https://doi.org/10.1186/s13102-015-0006-9
  • Miller, G. A. (1956). The magical number seven, plus or minus two: Some limits on our capacity for processing information. Psychological Review, 63(2). https://doi.org/10.1037/h0043158
  • Mok, K.-M., Bahr, R., & Krosshaug, T. (2018). Reliability of lower limb biomechanics in two sport-specific sidestep cutting tasks. Sports Biomechanics / International Society of Biomechanics in Sports, 17(2), 157–167. https://doi.org/10.1080/14763141.2016.1260766
  • Pollard, C. D., Norcross, M. F., Johnson, S. T., Stone, A. E., Chang, E., & Hoffman, M. A. (2020). A biomechanical comparison of dominant and non-dominant limbs during a side-step cutting task. Sports Biomechanics / International Society of Biomechanics in Sports, 19(2), 271–279. https://doi.org/10.1080/14763141.2018.1461236
  • Ruiz, A. L., Kelly, M., & Nutton, R. W. (2002). Arthroscopic ACL reconstruction: A 5–9 year follow-up. The Knee, 9(3), 197–200. https://doi.org/10.1016/S0968-0160(02)00019-4
  • Schöllhorn, W. I., Bauer, H. U. (1998). Identifying individual movement styles in high performance sports by means of self-organizing kohonen maps. ISBS-Conference Proceedings Archive, Konstanz, Germany.
  • Serrien, B., Goossens, M., & Baeyens, J.-P. (2017). Issues in using self-organizing maps in human movement and sport science. International Journal of Computer Science in Sport, 16(1), 1–17. https://doi.org/10.1515/ijcss-2017-0001
  • Skaggs, D. L., Rethlefsen, S. A., Kay, R. M., Dennis, S. W., Reynolds, R. A. K., & Tolo, V. T. (2000). Variability in gait analysis interpretation. Journal of Pediatric Orthopaedics, 20(6), 759–764. https://doi.org/10.1097/01241398-200011000-00012
  • Strutzenberger, G., David, S., Borcard, L. M., Fröhlich, S., Imhoff, F. B., Scherr, J., & Spörri, J. Breaking new grounds in injury risk screening in soccer by deploying unsupervised learning with a special focus on sex and fatigue effects. Sports Biomechanics / International Society of Biomechanics in Sports, 2022, 1–17. https://doi.org/10.1080/14763141.2022.2112748
  • Watts, H. G. (1994). Gait laboratory analysis for preoperative decision making in spastic cerebral palsy: Is it all it’s cracked up to be? Journal of Pediatric Orthopedics, 14(6), 703–704. https://doi.org/10.1097/01241398-199414060-00002