Anesthesia and EEG

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Table of contents

Chapter 1 Analgesia Effect of Anesthesia 
1.1 Mechanisms of Anesthesia
1.2 Analgesia
1.2.1 The Pathways of Pain
1.2.2 Analgesia During Anesthesia
1.3 Anesthesia and EEG
1.3.1 Anesthesia Monitoring
1.3.2 Drugs Effect on EEG
1.3.3 Incision Effect on EEG
1.4 Conclusion
Chapter 2 Feature construction 
2.1 Data Description
2.1.1 Experimental Data
2.1.2 Synthetic data
2.2 Power Spectral Analysis
2.3 Symbolic Recurrence Structure Analysis
2.4 Phase Space Reconstruction
2.4.1 Delayed Embeddings
2.4.2 Time-Frequency Embedding
2.5 Complexity Measure
2.6 Results
2.6.1 Power Spectral Analysis
2.6.2 Symbolic Recurrence Structure Analysis
2.7 Discussion
Chapter 3 Classification 
3.1 Linear Discriminant Analysis
3.2 Support Vector Machines
3.2.1 Margin Maximization
3.2.2 Use of Kernels in SVM
3.3 Cross-Validation
3.4 Feature Ranking
3.5 Results
3.5.1 Power Spectral Analysis Features
3.5.2 Symbolic Recurrence Structure Analysis Features
3.5.3 Full Feature Set
3.5.4 Feature Ranking
3.6 Discussion
General Conclusions
Bibliography