Randomly weighted sums of subexponential random variables with application to capital allocation |
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Authors: | Qihe Tang Zhongyi Yuan |
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Institution: | 1. Department of Statistics and Actuarial Science, University of Iowa, 241 Schaeffer Hall, Iowa, IA, 52242, USA 2. Department of Risk Management, Pennsylvania State University, 362 Business Building, University Park, PA, 16802, USA
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Abstract: | We are interested in the tail behavior of the randomly weighted sum \( \sum _{i=1}^{n}\theta _{i}X_{i}\) , in which the primary random variables X 1, …, X n are real valued, independent and subexponentially distributed, while the random weights ?? 1, …, ?? n are nonnegative and arbitrarily dependent, but independent of X 1, …, X n . For various important cases, we prove that the tail probability of \(\sum _{i=1}^{n}\theta _{i}X_{i}\) is asymptotically equivalent to the sum of the tail probabilities of ?? 1 X 1, …, ?? n X n , which complies with the principle of a single big jump. An application to capital allocation is proposed. |
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