Some aspects of non-standard multivariate analysis

A broad review is given of some areas multivariate analysis that are not frequently emphasized. We start with situations in which underlying distributions far from normal form, so standard methods based on covariances likely to be unsatisfactory. emphasize the important distinction between internal and external analyses associated multiple outcomes. second theme relates outcomes generated by time or spatial series long-range dependence operates. Some implications summarized.