Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach - Softcover

Subasi PhD., Abdulhamit

 
9780128174449: Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach
Softcover
ISBN 10: 0128174447 ISBN 13: 9780128174449
Publisher: Academic Press, 2019

Synopsis

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.

  • Provides comprehensive knowledge in the application of machine learning tools in biomedical signal analysis for medical diagnostics, brain computer interface and man/machine interaction
  • Explains how to apply machine learning techniques to EEG, ECG and EMG signals
  • Gives basic knowledge on predictive modeling in biomedical time series and advanced knowledge in machine learning for biomedical time series

"synopsis" may belong to another edition of this title.

About the Author

Abdulhamit Subasi is a highly specialized expert in the fields of Artificial Intelligence, Machine Learning, and Biomedical Signal and Image Analysis and Security. His extensive expertise in applying machine learning across diverse domains is evident in his numerous contributions, including the authorship of multiple book chapters, as well as the publication of a substantial body of research in esteemed journals and conferences.

"About this title" may belong to another edition of this title.

Publisher
Academic Press
Publication date
2019
Language
English
ISBN 10 
0128174447
ISBN 13 
9780128174449
Binding
Paperback
Edition number
1
Number of pages
456