Globally intensity‐reweighted estimators for<i>K</i>‐ and pair correlation functions
Thomas R. Shaw, J. M�ller, Rasmus Waagepetersen
Abstract
Summary We introduce new estimators of the inhomogeneous K ‐function and the pair correlation function of a spatial point process as well as the cross K ‐function and the cross pair correlation function of a bivariate spatial point process under the assumption of second‐order intensity‐reweighted stationarity. These estimators rely on a ‘global’ normalisation factor which depends on an aggregation of the intensity function, while the existing estimators depend ‘locally’ on the intensity function at the individual observed points. The advantages of our new global estimators over the existing local estimators are demonstrated by theoretical considerations and a simulation study.
Topics & Concepts
MathematicsEstimatorIntensity (physics)StatisticsCorrelationEconometricsApplied mathematicsGeometryPhysicsQuantum mechanicsPoint processes and geometric inequalitiesAdvanced Statistical Methods and ModelsStatistical Methods and Inference