Statistical parametric mapping : the analysis of functional brain images /: the analysis of functional brain images. (2011)

• Record Type: Book
• Further Information: Note: Edited by Karl Friston ... [et al.].
• Other Names: Friston, K. J (Karl J.)
• Contents: INTRODUCTION; A short history of SPM; Statistical parametric mapping; Modelling brain responses; ; SECTION 1: COMPUTATIONAL ANATOMY; Rigid-body Registration; Nonlinear Registration; Segmentation; Voxel-based Morphometry; ; SECTION 2: GENERAL LINEAR MODELS; The General Linear Model; Contrasts & Classical Inference; Covariance Components; Hierarchical models; Random Effects Analysis; Analysis of variance; Convolution models for fMRI; Efficient Experimental Design for fMRI; Hierarchical models for EEG/MEG; ; SECTION 3: CLASSICAL INFERENCE; Parametric procedures for imaging; Random Field Theory & inference; Topological Inference; False discovery rate procedures; Non-parametric procedures; ; SECTION 4: BAYESIAN INFERENCE; Empirical Bayes & hierarchical models; Posterior probability maps; Variational Bayes; Spatiotemporal models for fMRI; Spatiotemporal models for EEG; ; SECTION 5: BIOPHYSICAL MODELS; Forward models for fMRI; Forward models for EEG and MEG; Bayesian inversion of EEG models; Bayesian inversion for induced responses; Neuronal models of ensemble dynamics; Neuronal models of energetics; Neuronal models of EEG and MEG; Bayesian inversion of dynamic models; Bayesian model selection & averaging; ; SECTION 6: CONNECTIVITY; Functional integration; Functional Connectivity; Effective Connectivity; Nonlinear coupling and Kernels; Multivariate autoregressive models; Dynamic Causal Models for fMRI; Dynamic Causal Models for EEG; Dynamic Causal Models & Bayesian selection; ; APPENDICES; Linear models and inference; Dynamical systems; Expectation maximisation; Variational Bayes under the Laplace approximation; Kalman Filtering; Random Field Theory.
• Publisher Details: Place of publication not identified : Academic Press
• Publication Date: 2011
• Extent: 1 online resource (656 pages)
• Subjects: 611.810222; Brain -- Imaging -- Mathematical models; Brain mapping; Statistics -- Graphic methods
• Languages: English
• ISBNs: 9780080466507; 0080466508
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.