Optimal Time-Dependent Jump Truncation for Time-Singular Lévy Processes
Victoria Knopova, Denis Platonov
Source abstract
We study optimal jump truncation for the additive time-singular pure-jump model of the form , where is a Lévy process and . For a fixed expected jump cost, we minimize the residual small-jump variance over measurable time-dependent cutoffs. Under regularity and tail assumptions on the Lévy measure, we prove that the problem admits an optimal cutoff, unique up to a.e. equality, of the form . In the symmetric -stable case, we obtain explicit matched-cost comparisons with the classical fixed cutoff and show that within the admissible non-truncated regime the Dynamic Cutting family is strictly better than the classical fixed cutoff whenever . Finally, for symmetric Lévy measures and cutoffs satisfying the corresponding -integrability assumptions, we derive the weak-error bound , , demonstrating that any cutoff which minimizes the residual variance also minimizes the corresponding upper bound for the weak error.
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