Nonlinear Filtering Methods  - Chapter 6

P. E. McSharry & G. D. Clifford

Gari's ECG This page provides supplementary information and relevant links for Chapter 6 in Advanced Methods for ECG Analysis, which is co-edited by Francisco Azuaje and Patrick McSharry, and is published by Artech House. The main URL for this book can be found here, together with ordering information. Much of the software associated with this book can be found here.






6.1 Introduction


6.2 Nonlinear Signal Processing

6.2.1 State Space Reconstruction

6.2.2 Lyapunov Exponents

6.2.3 Correlation Dimension

6.2.4 Entropy

6.2.5 Nonlinear Diagnostics

6.3 Evaluation Metrics


6.4 Empirical Nonlinear Filtering

6.4.1 Nonlinear Noise Reduction

6.4.2 State Space Independent Component Analysis

6.4.3 Comparison of NNR and ICA

6.5 Model-Based Filtering

6.5.1 Nonlinear Model Parameter Estimation

6.5.2 State Space Model-Based Filtering