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Bandwidth selection for estimating the two-point correlation function of a spatial point pattern using AMSE

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The two-point correlation function (2PCF) is a measure of the secondorder properties of a spatial point pattern and is commonly used in astronomy. We introduce an asymptotic mean squared error… Click to show full abstract

The two-point correlation function (2PCF) is a measure of the secondorder properties of a spatial point pattern and is commonly used in astronomy. We introduce an asymptotic mean squared error (AMSE) approach to obtain closedform expressions of adaptive optimal bandwidths for estimating the two-point correlation function of a homogeneous spatial point pattern. This approach provides a simple, quick method for optimal bandwidth selection for 2PCF estimation. Using optimal bandwidths allows more information to be extracted from the data. Numerical studies suggest that the mean squared error of estimates obtained using AMSE optimal bandwidths are close to those obtained with the empirical optimal bandwidths. We illustrate this with an application to a galaxy cluster catalog from the Sloan Digital Sky Survey.

Keywords: point pattern; point; two point; spatial point; correlation function; point correlation

Journal Title: Statistica Sinica
Year Published: 2018

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