2.3 The Gaussian Distribution - Pattern Recognition and Machine Learning

We begin the discussion of the all-important Gaussian distribution, in its full multivariate form. We explain its geometric content in terms of the eigenvectors and eigenvalues of its covariance matrix, and explicitly derive expressions for its mean and covariance.