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  } is a sequence of i.i.d. random vectors in
} is a sequence of i.i.d. random vectors in  , when do there exist scaling constants
, when do there exist scaling constants  converges almost surely in the space of compact subsets of
 converges almost surely in the space of compact subsets of  to a limit set? A multivariate regular variation condition on a properly defined distribution tail guarantees the almost sure convergence but without certain regularity conditions surprises can occur. When a density exists, an exponential form of regular variation plus some regularity guarantees the convergence.
 to a limit set? A multivariate regular variation condition on a properly defined distribution tail guarantees the almost sure convergence but without certain regularity conditions surprises can occur. When a density exists, an exponential form of regular variation plus some regularity guarantees the convergence.