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Mathematical and Computer Modelling of Dynamical Systems
Methods, Tools and Applications in Engineering and Related Sciences
Volume 16, 2010 - Issue 5: Selected examples in biomechanical modelling and simulation
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Articles

Applying a principal component analysis to movement coordination in sport

Kerstin Witte Department of Sports Science, Otto-von-Guericke-Universität Magdeburg, GermanyCorrespondence[email protected]
,
Nico Ganter Department of Sports Science, Otto-von-Guericke-Universität Magdeburg, Germany
,
Christian Baumgart Bergische Universität Wuppertal, Department of Sports Science, Germany
&
Christian Peham Clinic of Orthopaedics in Ungulates, University of Veterinary Medicine Vienna, Austria
Pages 477-488 | Received 29 Jul 2010, Accepted 09 Aug 2010, Published online: 20 Nov 2010

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Dominik Hölbling, Arnold Baca & Peter Dabnichki. (2023) A kinematic model for assessment of hip joint range-of-motion in fast sport movements using spreading angles. Sports Biomechanics 22:10, pages 1243-1255.
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Karl M. Newell & Yeou-Teh Liu. (2021) Collective Variables and Task Constraints in Movement Coordination, Control and Skill. Journal of Motor Behavior 53:6, pages 770-796.
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Mohsen Shafizadeh, Stuart Bonner, Andrew Barnes & Jonathan Fraser. (2020) Effects of task and environmental constraints on axial kinematic synergies during the tennis service in expert players. European Journal of Sport Science 20:9, pages 1178-1186.
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Shahab Parvinpour, Mohsen Shafizadeh, Marzie Balali, Ali Abbasi, Jonathan Wheat & Keith Davids. (2020) Effects of Developmental Task Constraints on Kinematic Synergies during Catching in Children with Developmental Delays. Journal of Motor Behavior 52:5, pages 527-543.
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Mohsen Shafizadeh, Stuart Bonner, Jonathan Fraser & Andrew Barnes. (2019) Effect of environmental constraints on multi-segment coordination patterns during the tennis service in expert performers. Journal of Sports Sciences 37:9, pages 1011-1020.
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Øyvind Gløersen, Håvard Myklebust, Jostein Hallén & Peter Federolf. (2018) Technique analysis in elite athletes using principal component analysis. Journal of Sports Sciences 36:2, pages 229-237.
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Steven L. Fischer, Robin H. Hampton & Wayne J. Albert. (2014) A simple approach to guide factor retention decisions when applying principal component analysis to biomechanical data. Computer Methods in Biomechanics and Biomedical Engineering 17:3, pages 199-203.
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Keya Ghonasgi, Reuth Mirsky, Nisha Bhargava, Adrian M. Haith, Peter Stone & Ashish D. Deshpande. (2023) Kinematic coordinations capture learning during human–exoskeleton interaction. Scientific Reports 13:1.
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Matt Jensen, Trent Stellingwerff, Courtney Pollock, James Wakeling & Marc Klimstra. (2023) Can Principal Component Analysis Be Used to Explore the Relationship of Rowing Kinematics and Force Production in Elite Rowers during a Step Test? A Pilot Study. Machine Learning and Knowledge Extraction 5:1, pages 237-251.
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Eva Dorschky, Valentina Camomilla, Jesse Davis, Peter Federolf, Jasper Reenalda & Anne D. Koelewijn. (2023) Perspective on “in the wild” movement analysis using machine learning. Human Movement Science 87, pages 103042.
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Qiliang Xiong, Jinliang Wan, Shaofeng Jiang & Yuan Liu. (2022) Age-related differences in gait symmetry obtained from kinematic synergies and muscle synergies of lower limbs during childhood. BioMedical Engineering OnLine 21:1.
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Jiale Qu. (2022) Prediction and Analysis of the Physical Test Scores Based on BP Neural Network and Principal Component Analysis Algorithm. Security and Communication Networks 2022, pages 1-12.
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Verónica Gracia-Ibáñez, Pablo-Jesús Rodríguez-Cervantes, Vicente Bayarri-Porcar, Pablo Granell, Margarita Vergara & Joaquín-Luis Sancho-Bru. (2021) Using Sensorized Gloves and Dimensional Reduction for Hand Function Assessment of Patients with Osteoarthritis. Sensors 21:23, pages 7897.
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Jessa M. Buchman-Pearle, David C. Kingston & Stacey M. Acker. (2021) Lower Limb Movement Pattern Differences Between Males and Females in Squatting and Kneeling. Journal of Applied Biomechanics 37:3, pages 204-214.
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José Pino-Ortega, Daniel Rojas-Valverde, Carlos D. Gómez-Carmona & Markel Rico-González. (2021) Training Design, Performance Analysis, and Talent Identification—A Systematic Review about the Most Relevant Variables through the Principal Component Analysis in Soccer, Basketball, and Rugby. International Journal of Environmental Research and Public Health 18:5, pages 2642.
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Chongyang Qiu, Shogo Okamoto, Yasuhiro Akiyama & Yoji Yamada. (2021) Application of Supervised Principal Motion Analysis to Evaluate Subjectively Easy Sit-to-Stand Motion of Healthy People. IEEE Access 9, pages 73251-73261.
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Marzie Balali, Shahab Parvinpour & Mohsen Shafizadeh. (2020) Effect of Motor Development Levels on Kinematic Synergies During Two-Hand Catching in Children. Motor Control 24:4, pages 543-557.
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Sarah M. Remedios, Daniel P. Armstrong, Ryan B. Graham & Steven L. Fischer. (2020) Exploring the Application of Pattern Recognition and Machine Learning for Identifying Movement Phenotypes During Deep Squat and Hurdle Step Movements. Frontiers in Bioengineering and Biotechnology 8.
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Vincent Hernandez, Dana Kulić & Gentiane Venture. (2020) Adversarial autoencoder for visualization and classification of human activity: Application to a low-cost commercial force plate. Journal of Biomechanics 103, pages 109684.
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Arunee Promsri, Thomas Haid & Peter Federolf. (2020) Complexity, Composition, and Control of Bipedal Balancing Movements as the Postural Control System Adapts to Unstable Support Surfaces or Altered Feet Positions. Neuroscience 430, pages 113-124.
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Emily J. Cushion, John Warmenhoven, Jamie S. North & Daniel J. Cleather. (2019) Principal Component Analysis Reveals the Proximal to Distal Pattern in Vertical Jumping Is Governed by Two Functional Degrees of Freedom. Frontiers in Bioengineering and Biotechnology 7.
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E. Sanchis-Sales, P.J. Rodríguez-Cervantes & J.L. Sancho-Bru. (2019) Kinematics reduction applied to the comparison of highly-pronated, normal and highly-supinated feet during walking. Gait & Posture 68, pages 269-273.
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Kerstin WitteKerstin Witte. 2019. Angewandte Statistik in der Bewegungswissenschaft (Band 3). Angewandte Statistik in der Bewegungswissenschaft (Band 3) 119 138 .
Kerstin WitteKerstin Witte. 2018. Ausgewählte Themen der Sportmotorik für das weiterführende Studium (Band 2). Ausgewählte Themen der Sportmotorik für das weiterführende Studium (Band 2) 55 79 .
Jeffrey C. Cowley & Deanna H. Gates. (2017) Inter-joint coordination changes during and after muscle fatigue. Human Movement Science 56, pages 109-118.
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Peter Federolf, Lilian Roos & Benno M. Nigg. (2013) Analysis of the multi-segmental postural movement strategies utilized in bipedal, tandem and one-leg stance as quantified by a principal component decomposition of marker coordinates. Journal of Biomechanics 46:15, pages 2626-2633.
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P.A. Federolf, K.A. Boyer & T.P. Andriacchi. (2013) Application of principal component analysis in clinical gait research: Identification of systematic differences between healthy and medial knee-osteoarthritic gait. Journal of Biomechanics 46:13, pages 2173-2178.
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