Events
DMS Statistics and Data Science Seminar |
Time: Nov 01, 2023 (02:00 PM) |
Location: 354 Parker Hall |
Details: Dr. Subrata Kundu (George Washington University)
Title: The Statistical Face of a Region under Monsoon Rainfall in Eastern India
(Joint work with Kaushik Jana, Ahmedabad University & Debasis Sengupta, Indian Statistical Institute, Kolkata)
Abstract: A region under rainfall is a contiguous spatial area receiving positive precipitation at a particular time. The probabilistic behavior of such a region is an issue of interest in meteorological studies. A region under rainfall can be viewed as a shape object of a special kind, where scale and rotational invariance are not necessarily desirable attributes of a mathematical representation. For modeling variation in objects of this type, we propose an approximation of the boundary that can be represented as a real-valued function, and arrive at further approximation through functional principal component analysis, after suitable adjustment for asymmetry and incompleteness in the data. The analysis of an open-access satellite data set on monsoon precipitation over Eastern India leads to an explanation of most of the variation in shapes of the regions under rainfall through a handful of interpretable functions that can be further approximated parametrically. The most important aspect of shape is found to be the size followed by contraction/elongation, mostly along two pairs of orthogonal axes. The different modes of variation are remarkably stable across calendar years and across different thresholds for the minimum size of the region.
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