Before revision:  In this paper, we present an approach to take the shape of the geometry into account when weighting its neighborhoods.
After revision:  In this paper, we define and evaluate a weighting scheme for neighborhoods in point sets. Our weighting takes the shape of the geometry into account when weighting its neighborhoods.