JSM 2011 Online Program

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Abstract Details

Activity Number: 523
Type: Contributed
Date/Time: Wednesday, August 3, 2011 : 10:30 AM to 12:20 PM
Sponsor: Section on Statistics and the Environment
Abstract - #302578
Title: Downscaling Temperatures Over the Antarctic Using a Dimension-Reduced Space-Time Modeling Approach
Author(s): Jenny Brynjarsdottir*+ and L. Mark Berliner
Companies: The Ohio State University and The Ohio State University
Address: 1958 Neil Avenue, Columbus, OH, 43210, United States
Keywords: dimension reduction ; statistical downscaling ; spatio-temporal modeling
Abstract:

We consider dimension reduced approaches to space-time analysis based on modeling the spatial structure in terms of a low number of specified basis functions. The temporal evolution of the space-time process is then modeled through the amplitudes of the basis functions. We will discuss ways to extend these ideas to modeling two space-time processes and show an example of downscaling temperatures over the Antarctic.


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