JSM 2011 Online Program

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Abstract Details

Activity Number: 102
Type: Invited
Date/Time: Monday, August 1, 2011 : 8:30 AM to 10:20 AM
Sponsor: Section on Statistics and the Environment
Abstract - #300145
Title: An Approach to Modeling Asymmetric Multivariate Spatial Covariance Structures
Author(s): Bo Li*+ and Heping Zhang
Companies: Purdue University and Yale University
Address: 150 North University St., West Lafayette, IN, 47907,
Keywords: Asymmetry ; Bivariate Matern ; Intrinsic model ; Multivariate covariance function ; Symmetry
Abstract:

We propose a framework in light of the delay effect to model the asymmetry of multivariate covariance functions that are often exhibited in real data. This general approach can endow any valid symmetric multivariate covariance function with the ability of modeling asymmetry and is very easy to implement. Our simulations and real data examples show that asymmetric multivariate covariance functions based on our approach can achieve remarkable improvements in prediction over the symmetric model.


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