Measuring and testing tail equivalence

Измерение и тестирование эквивалентности хвостов
Takaaki Koike, Shogo Kato, Toshinao Yoshiba
2025-05-31

copula tail ordertail equivalencetail order parametertest for tail equivalence
We call two copulas (lower) tail equivalent if their first-order approximations in the lower tail coincide. As a special case, a copula is called tail symmetric if it is tail equivalent to the associated survival copula. We propose a novel measure and statistical test for tail equivalence. The proposed measure takes the value of zero if and only if the two copulas share a pair of tail order and tail order parameter in common. Moreover, taking the nature of these tail quantities into account, we design the proposed measure so that it takes a large value when tail orders are different, and a small value when tail orders are the same but tail order parameters are non-identical. Therefore, the measure admits attribution of the difference in two tails to that in tail orders or in tail order parameters. We derive asymptotic properties of the proposed measure, and then propose a novel statistical test for tail equivalence. The performance of the proposed test is demonstrated in a series of simulation studies and empirical analyses of financial stock returns in the periods of the global financial crisis and the COVID-19 recession. Our empirical analysis reveals non-identical tail behaviors in different pairs of stocks, different parts of tails, and the two periods of recessions.
1
Applied the test in simulations and empirical analyses of stock returns, finding non-identical tail behaviors across stock pairs, tail regions, and between the global financial crisis and COVID-19 recession periods.
2
Defined lower tail equivalence of two copulas as coincidence of their first-order approximations in the lower tail, and defined tail symmetry as equivalence to the survival copula.
3
Derived asymptotic properties of the proposed measure and constructed a new statistical test for tail equivalence based on it.
4
Designed the measure to be large when tail orders differ and small when tail orders agree but tail order parameters differ, allowing attribution of tail differences to order versus parameter.
5
Proposed a novel measure for tail equivalence that equals zero iff the two copulas share both tail order and tail order parameter.

Pair of copulas (comparison of two copulas, including a copula and its survival copula)

Tail equivalence in the lower tail: first-order lower-tail approximations, tail orders and tail order parameters, and a measure and statistical test distinguishing differences in tail orders versus tail order parameters

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2025-05-31
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Takaaki Koike
Shogo Kato
Toshinao Yoshiba
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