The impact of certain methodological choices on multivariate analysis of fMRI data with support vector machines

►Considers multivoxel pattern analysis of fMRI data with support vector machines. ►Evaluates temporal compression, smoothing, detrending, and partitioning decisions. ►Introduces using random run partitioning for evaluating temporal dependence. ►Emphasizes interaction of methodological choices and data set characteristics.