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arxiv: 1407.6848 · v1 · pith:MFUB7DASnew · submitted 2014-07-25 · 🧮 math.PR

Extreme Negative Dependence and Risk Aggregation

classification 🧮 math.PR
keywords dependencemarginalrandomsequenceaggregationconceptconstructiondependent
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We introduce the concept of an extremely negatively dependent (END) sequence of random variables with a given common marginal distribution. The END structure, as a new benchmark for negative dependence, is comparable to comonotonicity and independence. We show that an END sequence always exists for any given marginal distributions with a finite mean and we provide a probabilistic construction. Through such a construction, the partial sum of identically distributed but dependent random variables is controlled by a random variable that depends only on the marginal distribution of the sequence. The new concept and derived results are used to obtain asymptotic bounds for risk aggregation with dependence uncertainty.

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