TY - BOOK AU - Sarty,Gordon E. TI - Computing brain activity maps from fMRI time-series images SN - 9780511541704 (ebook) AV - QP357.5 .S276 2007 U1 - 612.820151 22 PY - 2007/// CY - Cambridge PB - Cambridge University Press KW - Computational neuroscience KW - Brain mapping KW - Data processing KW - Mathematics N1 - Title from publisher's bibliographic system (viewed on 05 Oct 2015) N2 - fMRI is a very popular method for researchers and clinicians to image human brain activity in response to given mental tasks. This book presents a comprehensive review of the methods for computing activity maps, while providing an intuitive and mathematical outline of how each method works. The approaches include statistical parametric maps (SPM), hemodynamic response modeling and deconvolution, Bayesian, Fourier and nonparametric methods. The newest activity maps provide information on regional connectivity and include principal and independent component analysis, crisp and fuzzy clustering, structural equation modeling, and dynamic causal modeling. Preprocessing and experimental design issues are discussed with references made to the software available for implementing the various methods. Aimed at graduate students and researchers, it will appeal to anyone with an interest in fMRI and who is looking to expand their perspectives of this technique UR - https://doi.org/10.1017/CBO9780511541704 ER -