Tests of randomness based on the k-nn distances for data from a bounded region

This paper proposes some new statistics based on k-NN distances for assessing the uniformity of a set of points belonging to a d-dimensional bounded region. Size and power of the tests have been estimated and compared to those of the modified Hopkins' statistic. © 1993, Cambridge University Press. All rights reserved.