A tail inequality for quadratic forms of subgaussian random vectors
  We prove 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. 
Daniel Hsu and Sham M. Kakade and Tong Zhang
math.PR cs.LG