6 Probability Density Functions (PDFs)
The exponent of the Gaus-sian is quadratic, and so its shape is essentially elliptical. Through diagonalization we find the major axes of the ellipse, and the variance of the distribution along those axes. Seeing the Gaus-sian this way often makes it easier to interpret the distribution.
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