Key points are not available for this paper at this time.
This article proves an exponential probability tail inequality for positive semidefinite quadratic forms in a subgaussian random vector. The bound is analogous to one that holds when the vector has independent Gaussian entries.
Hsu et al. (Sun,) studied this question.