ArticleNeural regeneration research2013
A review on the coordinative structure of human walking and the application of principal component analysis.
Article in Neural regeneration research, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled it.
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Who cites it
15 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Systematic Review on the Applicability of Principal Component Analysis for the Study of Movement in the Older Adult Population.Sensors (Basel, Switzerland) · 2022Pooled it
- Multivariate Characterization of Gait Variability Under Simulated Ship Roll Motion.Bioengineering (Basel, Switzerland) · 2026Article
- Muscle synergy asymmetry between the affected and unaffected limbs during the stance phase in unilateral flatfoot.Journal of neuroengineering and rehabilitation · 2026Article
- Central motor commands to human elbow joint muscles during simultaneous changes in their force and length: a preliminary study.Frontiers in physiology · 2026Article
- A "thermodynamic" model of synergistic interaction of human elbow flexor muscles during simultaneous change in their length and force.Frontiers in physiology · 2026Article
- EMG hysteresis patterns in human elbow muscles under simultaneous force and length changes.Scientific reports · 2025Article
- Higher Levels of Serum Leptin Are Linked with a Reduction in Gait Stability: A Sex-Based Association.Biomolecules · 2025Article
- Age and Visual Contribution Effects on Postural Control Assessed by Principal Component Analysis of Kinematic Marker Data.Sports (Basel, Switzerland) · 2023Article
- Actuation Strategies for a Wearable Cable-Driven Exosuit Based on Synergies in Younger and Older Adults.Sensors (Basel, Switzerland) · 2022Article
- A deep joint sparse non-negative matrix factorization framework for identifying the common and subject-specific functional units of tongue motion during speech.Medical image analysis · 2021Article
- Complexity of vocal tract shaping in glossectomy patients and typical speakers: A principal component analysis.The Journal of the Acoustical Society of America · 2021Article
- Analysis of Whole-Body Coordination Patterning in Successful and Faulty Spikes Using Self-Organising Map-Based Cluster Analysis: A Secondary Analysis.Sensors (Basel, Switzerland) · 2021Article
- Decomposing spontaneous sign language into elementary movements: A principal component analysis-based approach.PloS one · 2021Article
- Modularity in Motor Control: Similarities in Kinematic Synergies Across Varying Locomotion Tasks.Frontiers in sports and active living · 2020Article
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Authors and funding
3 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Walking is a complex task which includes hundreds of muscles, bones and joints working together to deliver smooth movements. With the complexity, walking has been widely investigated in order to identify the pattern of multi-segment movement and reveal the control mechanism. The degree of freedom and dimensional properties provide a view of the coordinative structure during walking, which has been extensively studied by using dimension reduction technique. In this paper, the studies related to the coordinative structure, dimensions detection and pattern reorganization during walking have been reviewed. Principal component analysis, as a popular technique, is widely used in the processing of human movement data. Both the principle and the outcomes of principal component analysis were introduced in this paper. This technique has been reported to successfully reduce the redundancy within the original data, identify the physical meaning represented by the extracted principal components and discriminate the different patterns. The coordinative structure during walking assessed by this technique could provide further information of the body control mechanism and correlate walking pattern with injury.
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