Find the maximal Radius of a graph for any removal of a set of up to k vertices

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Define $Radius(G=(V,E),k)$ as the maximal radius of a graph constructed from $G$ by removing all vertices in any set $X$ of size up to $k$.

More formally:

$Radius(G,k) = \underset{X\subseteq{V},|X|\leq{k}}{max}\{Radius(G\setminus{X})\}$

The question is - does calculating $Radius(G,k)$ is NP-complete? what about finding the set $X$ that maximizes the radius? It does have a sort of equivilancy to Independent Set problem, but I couldn't construct a formal reduction..

Also, does the answer changes if we know that the graph is $(k+1)$-connected? (does the problem become simpler with this assumptiom?)