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Research Article

Quantitative Evaluation of the Effects of Subthalamic Stimulation on Gait in Parkinson's Disease Patients Using Principal Component Analysis

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Pages 609-616 | Published online: 13 Aug 2010

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Qifeng Sun, Dechun Zhao, Shanshan Cheng, Xiaorong Hou, Xing Zhao & Yin Tian. (2018) A feature extraction method for adaptive DBS using an improved EMD. International Journal of Neuroscience 128:10, pages 975-986.
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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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Wei Zeng, Chengzhi Yuan, Qinghui Wang, Fenglin Liu & Ying Wang. (2019) Classification of gait patterns between patients with Parkinson’s disease and healthy controls using phase space reconstruction (PSR), empirical mode decomposition (EMD) and neural networks. Neural Networks 111, pages 64-76.
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Fabiana Rodrigues Silva, Adriane Mara de Souza Muniz, Lucenildo Silva Cerqueira & Jurandir Nadal. (2018) Biomechanical alterations of gait on overweight subjects. Research on Biomedical Engineering 34:4, pages 291-298.
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A.M.S. Muniz & R.R. Bini. (2017) Shock attenuation characteristics of three different military boots during gait. Gait & Posture 58, pages 59-65.
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Maria Bisele, Martin Bencsik, Martin G. C. Lewis & Cleveland T. Barnett. (2017) Optimisation of a machine learning algorithm in human locomotion using principal component and discriminant function analyses. PLOS ONE 12:9, pages e0183990.
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Andrea N. Onodera, Wilson P. Gavião Neto, Maria Isabel Roveri, Wagner R. Oliveira & Isabel CN Sacco. (2017) Immediate effects of EVA midsole resilience and upper shoe structure on running biomechanics: a machine learning approach. PeerJ 5, pages e3026.
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Wei Zeng, Fenglin Liu, Qinghui Wang, Ying Wang, Limin Ma & Yu Zhang. (2016) Parkinson's disease classification using gait analysis via deterministic learning. Neuroscience Letters 633, pages 268-278.
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Marcus Fraga Vieira, Isabel de Camargo Neves Sacco, Fernanda Grazielle da Silva Azevedo Nora, Dieter Rosenbaum & Paula Hentschel Lobo da Costa. (2015) Footwear and Foam Surface Alter Gait Initiation of Typical Subjects. PLOS ONE 10:8, pages e0135821.
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Allison T. Connolly, Alicia L. Jensen, Kenneth B. Baker, Jerrold L. Vitek & Matthew D. Johnson. (2015) Classification of pallidal oscillations with increasing parkinsonian severity. Journal of Neurophysiology 114:1, pages 209-218.
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A.M.S. Muniz, J. Nadal, K.E. Lyons, R. Pahwa & W. Liu. (2012) Long-term evaluation of gait initiation in six Parkinson's disease patients with bilateral subthalamic stimulation. Gait & Posture 35:3, pages 452-457.
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