3,616 research outputs found

    Simulation of stochastic Volterra equations driven by space--time L\'evy noise

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    In this paper we investigate two numerical schemes for the simulation of stochastic Volterra equations driven by space--time L\'evy noise of pure-jump type. The first one is based on truncating the small jumps of the noise, while the second one relies on series representation techniques for infinitely divisible random variables. Under reasonable assumptions, we prove for both methods LpL^p- and almost sure convergence of the approximations to the true solution of the Volterra equation. We give explicit convergence rates in terms of the Volterra kernel and the characteristics of the noise. A simulation study visualizes the most important path properties of the investigated processes

    Importance sampling of heavy-tailed iterated random functions

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    We consider a stochastic recurrence equation of the form Zn+1=An+1Zn+Bn+1Z_{n+1} = A_{n+1} Z_n+B_{n+1}, where E[logA1]<0\mathbb{E}[\log A_1]<0, E[log+B1]<\mathbb{E}[\log^+ B_1]<\infty and {(An,Bn)}nN\{(A_n,B_n)\}_{n\in\mathbb{N}} is an i.i.d. sequence of positive random vectors. The stationary distribution of this Markov chain can be represented as the distribution of the random variable Zn=0Bn+1k=1nAkZ \triangleq \sum_{n=0}^\infty B_{n+1}\prod_{k=1}^nA_k. Such random variables can be found in the analysis of probabilistic algorithms or financial mathematics, where ZZ would be called a stochastic perpetuity. If one interprets logAn-\log A_n as the interest rate at time nn, then ZZ is the present value of a bond that generates BnB_n unit of money at each time point nn. We are interested in estimating the probability of the rare event {Z>x}\{Z>x\}, when xx is large; we provide a consistent simulation estimator using state-dependent importance sampling for the case, where logA1\log A_1 is heavy-tailed and the so-called Cram\'{e}r condition is not satisfied. Our algorithm leads to an estimator for P(Z>x)P(Z>x). We show that under natural conditions, our estimator is strongly efficient. Furthermore, we extend our method to the case, where {Zn}nN\{Z_n\}_{n\in\mathbb{N}} is defined via the recursive formula Zn+1=Ψn+1(Zn)Z_{n+1}=\Psi_{n+1}(Z_n) and {Ψn}nN\{\Psi_n\}_{n\in\mathbb{N}} is a sequence of i.i.d. random Lipschitz functions

    The SYZ mirror symmetry and the BKMP remodeling conjecture

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    The Remodeling Conjecture proposed by Bouchard-Klemm-Mari\~{n}o-Pasquetti (BKMP) relates the A-model open and closed topological string amplitudes (open and closed Gromov-Witten invariants) of a symplectic toric Calabi-Yau 3-fold to Eynard-Orantin invariants of its mirror curve. The Remodeling Conjecture can be viewed as a version of all genus open-closed mirror symmetry. The SYZ conjecture explains mirror symmetry as TT-duality. After a brief review on SYZ mirror symmetry and mirrors of symplectic toric Calabi-Yau 3-orbifolds, we give a non-technical exposition of our results on the Remodeling Conjecture for symplectic toric Calabi-Yau 3-orbifolds. In the end, we apply SYZ mirror symmetry to obtain the descendent version of the all genus mirror symmetry for toric Calabi-Yau 3-orbifolds.Comment: 18 pages. Exposition of arXiv:1604.0712
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