
Contents
List of Figures xix
List of Tables xxvii
Preface xxxi
Foreword xxxiii
List of Contributors xxxv
1 Bayesian Inference on the Brain: Bayesian Solutions
to Selected Problems in Neuroimaging 1
John A. D. Aston and Adam M. Johansen
1.1 Introduction 2
1.2 Background 3
1.2.1 Neuroscience and its imaging problems 3
1.2.2 Monte Carlo and sequential Monte Carlo 4
1.3 Application: Functional Magnetic Resonance Imaging 8
1.3.1 Problem 9
1.3.2 Metho dology 10
1.3.3 Results 11
1.4 Application: Positron Emission Tomography 15
1.4.1 Problem 15
1.4.2 Background 16
1.4.3 Modelling & Methodology 18
1.4.3.1 Modelling 18
1.4.3.2 Metho dology 19
1.4.4 Example 21
1.5 Application: ...