Gaussian Random Vectors in High Dimensions

In this chapter, we prove the Gaussian annulus theorem using the Chernoff method. As corollaries, we present the Gaussian orthogonality theorem and the Gaussian distance theorem. These theorems show that the properties of high-dimensional Gaussian data, which initially appeared unintuitive in Chapter 8 , in fact make very much sense.