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We develop a multilevel approach to compute approximate solutions to backward differential equations (BSDEs). The fully implementable algorithm of our multilevel scheme constructs sequential martingale control variates along a sequence of…

概率论 · 数学 2014-12-11 Dirk Becherer , Plamen Turkedjiev

We provide an asymptotic expansion of the value function of a multidimensional utility maximization problem from consumption with small non-linear price impact. In our model cross-impacts between assets are allowed. In the limit for small…

偏微分方程分析 · 数学 2020-06-25 Erhan Bayraktar , Thomas Caye , Ibrahim Ekren

In this paper, we study a Backward Stochastic Differential Equation with Jumps (BSDEJs in short) where the jumps have infinite activity. Following a forward approach based on Exponential Quadratic semimartingale, we prove the existence of…

概率论 · 数学 2019-06-21 Anis Matoussi , Rym Salhi

In this paper we obtain a comparison theorem for backward stochastic partial differential equation (SPDEs) with jumps. We apply it to introduce space-dependent convex risk measures as a model for risk in large systems of interacting…

概率论 · 数学 2014-02-19 Bernt Øksendal , Agnès Sulem , Tusheng Zhang

In this article, we introduce a novel backward method to model stochastic gene expression and protein level dynamics. The protein amount is regarded as a diffusion process and is described by a backward stochastic differential equation…

生物物理 · 物理学 2017-04-05 Evelina Shamarova , Roman Chertovskih , Alexandre F. Ramos , Paulo Aguiar

Machine learning for partial differential equations (PDEs) is a hot topic. In this paper we introduce and analyse a Deep BSDE scheme for nonlinear integro-PDEs with unbounded nonlocal operators -problems arising in e.g. stochastic control…

偏微分方程分析 · 数学 2024-07-15 Espen Robstad Jakobsen , Sehail Mazid

We propose the Compound BSDE method, a fully forward, deep-learning-based approach for solving a broad class of problems in financial mathematics, including optimal stopping. The method is based on a reformulation of option pricing problems…

计算金融 · 定量金融 2026-02-02 Zhipeng Huang , Cornelis W. Oosterlee

In this paper we propose a new kind of high order numerical scheme for backward stochastic differential equations(BSDEs). Unlike the traditional $\theta$-scheme, we reduce truncation errors by taking $\theta$ carefully for every subinterval…

数值分析 · 数学 2018-08-08 Chol-Kyu Pak , Mun-Chol Kim , Chang-Ho Rim

The problem of model selection in the context of a system of stochastic differential equations (SDEs) has not been touched upon in the literature. Indeed, properties of Bayes factors have not been studied even in single SDE based model…

统计理论 · 数学 2018-04-18 Trisha Maitra , Sourabh Bhattacharya

We propose a new numerical scheme for Backward Stochastic Differential Equations based on branching processes. We approximate an arbitrary (Lipschitz) driver by local polynomials and then use a Picard iteration scheme. Each step of the…

数值分析 · 数学 2017-07-31 Bruno Bouchard , Xiaolu Tan , Xavier Warin , Yiyi Zou

Asymptotic expansions are derived as power series in a small coefficient entering a nonlinear multiplicative noise and a deterministic driving term in a nonlinear evolution equation. Detailed estimates on remainders are provided.

概率论 · 数学 2013-12-10 Sergio Albeverio , Boubaker Smii

In this article, we introduce a system of stochastic differential equations (SDEs) consisting of time-dependent covariates and consider both fixed and random effects set-ups. We also allow the functional part associated with the drift…

统计理论 · 数学 2017-10-16 Trisha Maitra , Sourabh Bhattacharya

We show a concise extension of the monotone stability approach to backward stochastic differential equations (BSDEs) that are jointly driven by a Brownian motion and a random measure for jumps, which could be of infinite activity with a…

概率论 · 数学 2019-11-21 Dirk Becherer , Martin Büttner , Klebert Kentia

We study the properties of nonlinear Backward Stochastic Differential Equations (BSDEs) driven by a Brownian motion and a martingale measure associated with a default jump with intensity process $(\lambda_t)$. We give a priori estimates for…

证券定价 · 定量金融 2017-09-04 Roxana Dumitrescu , Marie-Claire Quenez , Agnès Sulem

Forward-backward stochastic differential equations (FBSDEs) have been generalized by introducing jumps for better capturing random phenomena, while the resulting FBSDEs are far more intricate than the standard one from every perspective. In…

数值分析 · 数学 2024-10-15 Reiichiro Kawai , Riu Naito , Toshihiro Yamada

This paper concerns the use of asymptotic expansions for the efficient solving of forward and inverse problems involving a nonlinear singularly perturbed time-dependent reaction--diffusion--advection equation. By using an asymptotic…

数值分析 · 数学 2023-02-15 Dmitrii Chaikovskii , Ye Zhang

In [5] the authors obtained Mean-Field backward stochastic differential equations (BSDE) associated with a Mean-field stochastic differential equation (SDE) in a natural way as limit of some highly dimensional system of forward and backward…

概率论 · 数学 2007-11-21 Rainer Buckdahn , Juan Li , Shige Peng

In this paper, we study a class of Anticipated Backward Stochastic Differential Equations (ABSDE) with jumps. The solution of the ABSDE is a triple $(Y,Z,\psi)$ where $Y$ is a semimartingale, and $(Z,\psi)$ are the diffusion and jump…

数理金融 · 定量金融 2018-07-10 Masaaki Fujii , Akihiko Takahashi

We derive a nonparametric higher-order asymptotic expansion for small-time changes of conditional characteristic functions of It\^o semimartingale increments. The asymptotics setup is of joint type: both the length of the time interval of…

统计金融 · 定量金融 2025-02-12 Carsten H. Chong , Viktor Todorov

We consider a class of backward stochastic differential equations (BSDEs) driven by Brownian motion and Poisson random measure, and subject to constraints on the jump component. We prove the existence and uniqueness of the minimal solution…

概率论 · 数学 2016-08-14 Idris Kharroubi , Jin Ma , Huyên Pham , Jianfeng Zhang