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.
發表於2024-12-22
Computing Brain Activity Maps from fMRI Time-Series Images 通過功能性核磁共振時序造影計算大腦活動圖譜 2024 pdf epub mobi 電子書 下載
圖書標籤: fMRI 認知神經科學 腦成像 心理學 計算機科學 統計模型 數據處理 psychology
Computing Brain Activity Maps from fMRI Time-Series Images 通過功能性核磁共振時序造影計算大腦活動圖譜 2024 pdf epub mobi 電子書 下載