Wavelet-based Machine Learning Techniques for ECG Signal Analysis

  title={Wavelet-based Machine Learning Techniques for ECG Signal Analysis},
  author={Roshan Joy Martis and Chandan Chakraborty and Ajoy Kumar Ray},
  booktitle={Machine Learning in Healthcare Informatics},
Machine learning of ECG is a core component in any of the ECG-based healthcare informatics system. Since the ECG is a nonlinear signal, the subtle changes in its amplitude and duration are not well manifested in time and frequency domains. Therefore, in this chapter, we introduce a machine-learning approach to screen arrhythmia from normal sinus rhythm from the ECG. The methodology consists of R-point detection using the Pan-Tompkins algorithm, discrete wavelet transform (DWT) decomposition… CONTINUE READING


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Publications referenced by this paper.
Showing 1-10 of 20 references

An introduction to support vector machines and other kernel based learning methods, Cambridge university

N Christianini, JS Taylor
View 9 Excerpts
Highly Influenced

Fundamentals of statistics (Vol. I and II), 4th edn. World Press Private Ltd, Kolkata

AM Gun, MK. Gupta, B Dasgupta
View 1 Excerpt

Textbook of medical physiology

AC Guyton, JE Hall
11th edn. W. B • 2006
View 1 Excerpt

Park’s textbook of preventive and social medicine, 18th edn. Banarsidas

K Park
View 1 Excerpt

Wavelet transforms and the ECG: a review.

Physiological measurement • 2005
View 1 Excerpt

Multirate systems and filter banks. Pearson education (Asia) Pte

PP Vaidyanathan
View 1 Excerpt

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