Hanson-Wright inequality in Hilbert spaces with application to $K$-means clustering for non-Euclidean data

Xiaohui Chen, Yun Yang

We derive a dimension-free Hanson-Wright inequality for quadratic forms of independent sub-gaussian random variables in a separable Hilbert space. Our inequality is an infinite-dim…