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Slideshow

He Tang

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He Tang
Graduate Teaching Assistant • Department of Statistics
University of Georgia
204 Caldwell Hall
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On estimation and order selection for multivariate extremes via clustering

Abstract:

We investigate the estimation of multivariate extreme models with a discrete spectral measure using clustering techniques. The primary innovation involves devising a method for selecting the appropriate order that not only consistently identifies the true order in theory but also has a straightforward and easy implementation in practice. Specifically, we introduce an extra penalty term to the well-known simplified average silhouette width, which penalizes small cluster sizes and minimal dissimilarities between cluster centers. Consequently, we provide a consistent method for order of a max-linear factor model, where a typical information-based approach is not viable due to the absence of likelihood.

About the Speaker:

I am currently pursuing a Ph.D. in the Department of Statistics at the University of Georgia under the supervision of Dr. Shuyang Bai. My research focuses on probability theory, extreme value theory, and related statistical topics.

 

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