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Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques - A MATLAB Based Approach (Paperback)
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Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques - A MATLAB Based Approach (Paperback)
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Practical Guide for Biomedical Signals Analysis Using Machine
Learning Techniques: A MATLAB Based Approach presents how machine
learning and biomedical signal processing methods can be used in
biomedical signal analysis. Different machine learning applications
in biomedical signal analysis, including those for
electrocardiogram, electroencephalogram and electromyogram are
described in a practical and comprehensive way, helping readers
with limited knowledge. Sections cover biomedical signals and
machine learning techniques, biomedical signals, such as
electroencephalogram (EEG), electromyogram (EMG) and
electrocardiogram (ECG), different signal-processing techniques,
signal de-noising, feature extraction and dimension reduction
techniques, such as PCA, ICA, KPCA, MSPCA, entropy measures, and
other statistical measures, and more. This book is a valuable
source for bioinformaticians, medical doctors and other members of
the biomedical field who need a cogent resource on the most recent
and promising machine learning techniques for biomedical signals
analysis.
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