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Multivariate normal distribution - Wikipedia In probability theory and statistics, the multivariate normal distribution, multivariate Gaussian distribution, or joint normal distribution is a generalization of the one-dimensional (univariate) normal distribution to higher dimensions One definition is that a random vector is said to be k -variate normally distributed if every linear combination of its k components has a univariate normal