Search Results - "nonnegative matrix factorization algorithm"
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A nonnegative matrix factorization algorithm based on a discrete-time projection neural network
ISSN: 0893-6080, 1879-2782, 1879-2782Published: United States Elsevier Ltd 01.07.2018Published in Neural networks (01.07.2018)“…This paper presents an algorithm for nonnegative matrix factorization based on a biconvex optimization formulation. First, a discrete-time projection neural…”
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A constrained alternating least squares nonnegative matrix factorization algorithm enhances task-related neuronal activity detection from single subject's fMRI data
ISBN: 9781457703058, 145770305XISSN: 2160-133XPublished: IEEE 01.07.2011Published in 2011 International Conference on Machine Learning and Cybernetics (01.07.2011)“…This paper proposes a constrained alternating least squares nonnegative matrix factorization algorithm (cALSNMF…”
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The rise of nonnegative matrix factorization: Algorithms and applications
ISSN: 0306-4379, 1873-6076Published: Elsevier Ltd 01.07.2024Published in Information systems (Oxford) (01.07.2024)“…•NMF has been applied in about 130 fields (disciplines) in recent years.•The use of NMF in programming languages (free platforms) is summarized.•The classical…”
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Performance evaluation of nonnegative matrix factorization algorithms to estimate task-related neuronal activities from fMRI data
ISSN: 0730-725X, 1873-5894, 1873-5894Published: Netherlands Elsevier Inc 01.04.2013Published in Magnetic resonance imaging (01.04.2013)“…), were investigated by using them to estimate task-related neuronal activities. These algorithms were applied firstly to individual data from a single subject and, subsequently, to group data sets from multiple…”
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Fast Nonnegative Matrix Factorization Algorithms Using Projected Gradient Approaches for Large-Scale Problems
ISSN: 1687-5265, 1687-5273Published: Cairo, Egypt Hindawi Limiteds 2008Published in Computational Intelligence and Neuroscience (2008)“…Recently, a considerable growth of interest in projected gradient (PG) methods has been observed due to their high efficiency in solving large-scale convex minimization problems subject to linear constraints…”
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Muscle synergy analysis in children with cerebral palsy
ISSN: 1741-2560, 1741-2552Published: England IOP Publishing 01.08.2015Published in Journal of neural engineering (01.08.2015)“… A nonnegative matrix factorization algorithm was used to extract muscle synergies. In view of muscle synergy differences in number, structure and symmetry, a model named synergy comprehensive assessment (SCA…”
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Changes in leg cycling muscle synergies after training augmented by functional electrical stimulation in subacute stroke survivors: a pilot study
ISSN: 1743-0003, 1743-0003Published: London BioMed Central 27.02.2020Published in Journal of neuroengineering and rehabilitation (27.02.2020)“…) in subacute stroke survivors. Methods Subjects with ischemic subacute stroke participated in a 3-week training of FES-cycling with visual biofeedback plus usual care…”
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Inverse Estimation of Multiple Muscle Activations From Joint Moment With Muscle Synergy Extraction
ISSN: 2168-2194, 2168-2208, 2168-2208Published: United States IEEE 01.01.2015Published in IEEE journal of biomedical and health informatics (01.01.2015)“…Human movement is produced resulting from synergetic combinations of multiple muscle contractions. The resultant joint movement can be estimated through the…”
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Muscle-tendon units localization and activation level analysis based on high-density surface EMG array and NMF algorithm
ISSN: 1741-2552Published: England 01.12.2016Published in Journal of neural engineering (01.12.2016)“… Eight healthy male subjects participated in the data collection experiments, and 128-channel surface electromyographic (sEMG…”
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Inter- and Intrasubject Similarity of Muscle Synergies During Bench Press With Slow and Fast Velocity
ISSN: 1087-1640Published: United States 01.01.2018Published in Motor control (01.01.2018)“… Surface electromyography was recorded from 13 muscles, and muscle synergies were extracted using a nonnegative matrix factorization algorithm…”
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A comparative study of muscle activity and synergies during walking in baboons and humans
ISSN: 0047-2484, 1095-8606, 1095-8606Published: England Elsevier Ltd 01.04.2024Published in Journal of human evolution (01.04.2024)“… We compared their muscular coordination to five human subjects walking bipedally. We extracted…”
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Assessment of Upper Limb Motor Dysfunction for Children with Cerebral Palsy Based on Muscle Synergy Analysis
ISSN: 1662-5161, 1662-5161Published: Switzerland Frontiers Research Foundation 23.03.2017Published in Frontiers in human neuroscience (23.03.2017)“… For each subject in TD group, four muscle synergies were extracted in each task…”
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Muscle synergy analysis for similar upper limb motion tasks
ISSN: 1094-687X, 1557-170X, 2694-0604, 2694-0604Published: United States IEEE 01.01.2014Published in 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (01.01.2014)“… Surface electromyographic (sEMG) signals were recorded from 10 upper arm and shoulder muscles, and muscle synergies were extracted using nonnegative matrix factorization algorithm…”
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Lower-limb muscle synergies in children with cerebral palsy
ISSN: 1948-3546Published: IEEE 01.11.2013Published in 2013 6th International IEEE/EMBS Conference on Neural Engineering (NER) (01.11.2013)“… And muscle synergies were extracted through nonnegative matrix factorization algorithm. We found that muscle synergies of CP children were different from those of adults in aspects of number and structure…”
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