Short distances, flat triangles and Poisson limits

Motivated by problems in the analysis of spatial data, we prove some general Poisson limit theorems for the U -statistics of Hoeffding (1948). The theorems are applied to tests of clustering or collinearities in plane data; nearest neighbour distances are also considered.