Gaussian Measure - Definitions

Definitions

Let nN and let B0(Rn) denote the completion of the Borel σ-algebra on Rn. Let λn : B0(Rn) → denote the usual n-dimensional Lebesgue measure. Then the standard Gaussian measure γn : B0(Rn) → is defined by

for any measurable set AB0(Rn). In terms of the Radon–Nikodym derivative,

More generally, the Gaussian measure with mean μRn and variance σ2 > 0 is given by

Gaussian measures with mean μ = 0 are known as centred Gaussian measures.

The Dirac measure δμ is the weak limit of as σ → 0, and is considered to be a degenerate Gaussian measure; in contrast, Gaussian measures with finite, non-zero variance are called non-degenerate Gaussian measures.

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