Exploratory Analysis and Data Modeling in Functional Neuroimaging

Exploratory Analysis and Data Modeling in Functional Neuroimaging



Product Details

ISBN-13: 9780262194815
Publisher: MIT Press
Publication date: 12/02/2002
Series: Neural Information Processing Series
Pages: 311
Product dimensions: 8.00(w) x 10.00(h) x 0.75(d)

About the Author

Friedrich T. Sommer is with the Redwood Center for Theoretical Neuroscience and the Helen Wills Neuroscience Institute at University of California, Berkeley.

Table of Contents

Series Forewordvii
1Theories, Data Analysis, and Simulation Models in Neuroimaging--An Overview1
IfMRI Data Analysis and Experimental Designs15
2Exploratory Analysis of fMRI Data by Fuzzy Clustering--Philosophy, Strategy, Tactics, Implementation17
3Testing Competing Hypotheses about Single Trial fMRI49
4Deterministic and Stochastic Features of fMRI Data: Implications for Data Averaging63
5Exploratory Analysis of Event-Related fMRI Demonstrated in a Working Memory Study77
6Functional Magnetic Resonance Imaging Adaptation: A Technique for Studying the Properties of Neuronal Networks109
IIEGM/MEG Data Analysis127
7Independent Components of Magnetoencephalography: Localization129
8Blind Decomposition of Multimodal Evoked Responses and DC Fields163
IIICombination EEG/MEG and fMRI193
9Having Your Voxels and Timing Them Too?195
10Recording of Evoked Potentials during Functional MRI209
IVModels Integrating Neurophysiology and Functional Imaging229
11Synthetic PET Imaging for Grasping: From Primate Neurophysiology to Human Behavior231
12The Use of Large-Scale Modeling for Interpreting Human Brain Imaging Experiments251
13Large-Scale Networks in Learning Analyzed with Partial Least Squares273

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