Multivariate Methods IExplores multivariate methods like PCA, SVD, PLS, and ICA for dimensionality reduction in functional brain imaging.
Nonparametric RegressionCovers nonparametric regression, scatterplot smoothing, kernel methods, and bias-variance tradeoff.
Kernel Methods: Machine LearningExplores kernel methods in machine learning, emphasizing their application in regression tasks and the prevention of overfitting.