I may be misunderstanding your question, but could it(?) be rephrased as:
Find the largest empty disk (containing none of the $k$ points) whose center lies inside
the polygon $P$.
If this is a correct interpretation, let $S$ be the set of your $k$ points.
Compute the Voronoi diagram of $S$, and intersect it with the polygon $P$, clipping all
portions of the diagram exterior to $P$.
Then your optimal center lies either at an interior Voronoi vertex, or at a vertex of $P$, or
where a Voronoi edge crosses the boundary of $P$.
You could check each such point.
The above solution assumes "distance" is Euclidean distance.
But it is now clear from the OP's comment below that he is measuring distance by the shortest path within the polygon.
And so the relevant object is the geodesic Voronoi diagram
, just as he says:
"On the geodesic Voronoi diagram of point sites in a simple polygon."
Algorithmica (1989) 4:109-140.
(Image from this paper.)