摘 要 I
ABSTRACT II
List of Figures V
List of Tables VI
Chapter 1 Introduction 1
1.1 Motivation 1
1.2 fMRI 2
1.3 ADHD 3
1.4 Related work 7
1.4.1 Functional connectivity related 7
1.4.2 ADHD related 8
1.4.3 ADHD classification 8
1.5 Thesis Organization 9
Chapter 2 Methods 10
2.1 Datasets 10
2.2 MRI scanning 11
2.3 Preprocessing 12
2.4 Feature Extraction 13
2.4.1 Functional connectivity 13
2.5 Classification 28
2.5.1 Principle Component Analysis (PCA) 28
2.5.2 Classifiers 29
2.5.3 Algorithm 34
Chapter 3 Results 42
3.1 Classifier Performance 42
3.2 Performance of ADHD classification 44
Chapter 4 Discussion 50
Chapter 5 Conclusion and Future Work 53
5.1 Conclusions 53
5.2 Future work 53
References 54
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