JSM 2011 Online Program

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Abstract Details

Activity Number: 633
Type: Contributed
Date/Time: Thursday, August 4, 2011 : 8:30 AM to 10:20 AM
Sponsor: Section on Statistics and the Environment
Abstract - #301726
Title: Statistical Inference Based on Distances Between Empirical Distributions
Author(s): Dunke Zhou*+ and Tao Shi
Companies: The Ohio State University and The Ohio State University
Address: , , ,
Keywords: AIRS ; Mallows Distance ; Multidimensional Scaling ; Remote Sensing
Abstract:

Atmospheric Infrared Sounder (AIRS), a sensor aboard NASA's Aqua satellite, has been collecting data at 45km ground footprint resolution to generate its Level 2 product with a global coverage. AIRS Level 3 Quantization (L3Q) product summarize valid Level 2 data related with temperatures, water vapor mass-mixing ratios, and cloud fractions in each 5 degree by 5 degree latitude-longitude grid box during a time period by a set of representative vectors and their associated weights, which can be treated as an empirical distribution. We study potential statistical analysis tools using pairwise dissimilarities, such as Multidimensional Scaling(MDS), that are suitable for this untraditional type of data. Finally, MDS is used to analyze AIRS L3Q product collected in December 2009.


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