Bioelectrical Signal Processing in Cardiac and Neurological Applications -- Copyright Page -- Contents -- Preface -- Chapter 1. Introduction -- 1.1 Biomedical Signal Processing: Objectives and Contexts -- 1.2 Basics of Bioelectrical Signals -- 1.3 Signal Acquisition and Analysis -- 1.4 Performance Evaluation -- Bibliography -- Chapter 2. The Electroencephalogram-A Brief Background -- 2.1 The Nervous System -- 2.2 The EEG-Electrical Activity Measured on the Scalp -- 2.3 Recording Techniques -- 2.4 EEG Applications -- Bibliography -- Chapter 3. EEG Signal Processing -- 3.1 Modeling the EEG Signal -- 3.2 Artifacts in the EEG -- 3.3 Nonparametric Spectral Analysis -- 3.4 Model-based Spectral Analysis -- 3.5 EEG Segmentation -- 3.6 Joint Time-Frequency Analysis -- Bibliography -- Problems -- Chapter 4. Evoked Potentials -- 4.1 Evoked Potential Modalities -- 4.2 Noise Characteristics -- 4.3 Noise Reduction by Ensemble Averaging -- 4.4 Noise Reduction by Linear Filtering -- 4.5 Single-Trial Analysis Using Basis Functions -- 4.6 Adaptive Analysis Using Basis Functions -- 4.7 Wavelets -- Bibliography -- Problems -- Chapter 5. The Electromyogram -- 5.1 The Electrical Activity of Muscles -- 5.2 Amplitude Estimation in the Surface EMG -- 5.3 Spectral Analysis of the Surface EMG -- 5.4 Conduction Velocity Estimation -- 5.5 Modeling the Intramuscular EMG -- 5.6 Intramuscular EMG Signal Decomposition -- Bibliography -- Problems -- Chapter 6. The Electrocardiogram-A Brief Background -- 6.1 Electrical Activity of the Heart -- 6.2 Generation and Recording of an ECG -- 6.3 Heart Rhythms -- 6.4 Heartbeat Morphologies -- 6.5 Noise and Artifacts -- 6.6 Clinical Applications -- Bibliography -- Chapter 7. ECG Signal Processing -- 7.1 Baseline Wander -- 7.2 Powerline Interference -- 7.3 Muscle Noise Filtering -- 7.4 QRS Detection -- 7.5 Wave Delineation.

7.6 Data Compression -- Bibliography -- Problems -- Chapter 8. ECG Signal Processing: Heart Rate Variability -- 8.1 Acquisition and RR Interval Conditioning -- 8.2 Time Domain Measures -- 8.3 Heart Rhythm Representations -- 8.4 Spectral Analysis of Heart Rate Variability -- 8.5 Clustering of Beat Morphologies -- 8.6 Dealing with Ectopic Beats -- 8.7 Interaction with Other Physiological Signals -- Bibliography -- Problems -- Appendix A. Review of Important Concepts -- A.1 Matrix Fundamentals -- A.2 Discrete-Time Stochastic Processes -- Bibliography -- Appendix B. Symbols and Abbreviations -- B.1 Mathematical Symbols -- B.2 Abbreviations -- Index.