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Computational Intelligence in Biomedical Engineering

Autor Rezaul Begg, Daniel T.H. Lai, Marimuthu Palaniswami
en Limba Engleză Paperback – 18 oct 2019
As in many other fields, biomedical engineers benefit from the use of computational intelligence (CI) tools to solve complex and non-linear problems. The benefits could be even greater if there were scientific literature that specifically focused on the biomedical applications of computational intelligence techniques. The first comprehensive field-specific reference, Computational Intelligence in Biomedical Engineering provides a unique look at how techniques in CI can offer solutions in modelling, relationship pattern recognition, clustering, and other problems particular to the field.




The authors begin with an overview of signal processing and machine learning approaches and continue on to introduce specific applications, which illustrate CI’s importance in medical diagnosis and healthcare. They provide an extensive review of signal processing techniques commonly employed in the analysis of biomedical signals and in the improvement of signal to noise ratio. The text covers recent CI techniques for post processing ECG signals in the diagnosis of cardiovascular disease and as well as various studies with a particular focus on CI’s potential as a tool for gait diagnostics.




In addition to its detailed accounts of the most recent research, Computational Intelligence in Biomedical Engineering provides useful applications and information on the benefits of applying computation intelligence techniques to improve medical diagnostics.
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Specificații

ISBN-13: 9780367388096
ISBN-10: 036738809X
Pagini: 392
Dimensiuni: 156 x 234 mm
Greutate: 0.77 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press

Public țintă

Academic and Professional Practice & Development

Cuprins

Introduction. Biomedical Signal Processing. Computational Intelligence Techniques. Computational Intelligence in Cardiology and Heart Disease Diagnosis. Computational Intelligence in Analysis of Electromyography Signals. Computational Intelligence in Electroencephalogram Analysis. Computational Intelligence in Gait and Movement Pattern Analysis. Summary and Future Trends. Index.

Notă biografică

Begg, Rezaul; Lai, Daniel T.H.; Palaniswami, Marimuthu

Descriere

In recent years, there has been an explosion of interest in computational intelligence (CI) techniques as evidenced by numerous applications in various fields. Biomedical research and applications have benefited enormously as a result of applications of such tools and techniques. However, most of the scientific literature on the application of CI for modeling and pattern recognition are scattered in different journals and conference proceedings. Computational Intelligence in Bioengineering provides a comprehensive account of the recent research efforts in this emerging area. It brings together in a single volume cutting-edge research and applications of computational intelligence.