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This paper develops a deep learning-based framework for pricing convertible bonds with path-dependent contractual features, namely downward conversion price reset and issuer call clauses under rolling-window trigger rules, which are…

证券定价 · 定量金融 2026-05-13 Qinwen Zhu , Wen Chen , Nicolas Langrené

We analyze the relative price change of assets starting from basic supply/demand considerations subject to arbitrary motivations. The resulting stochastic differential equation has coefficients that are functions of supply and demand. We…

理论经济学 · 经济学 2020-08-26 Carey Caginalp , Gunduz Caginalp

This paper is devoted to the price-storage dynamics in natural gas markets. A novel stochastic path-dependent volatility model is introduced with path-dependence in both price volatility and storage increments. Model calibrations are…

数理金融 · 定量金融 2025-07-22 Jinniao Qiu , Antony Ware , Yang Yang

In this paper we study dynamic backward problems, with the computation of conditional expectations as a main objective, in a framework where the (forward) state process satisfies a Volterra type SDE, with fractional Brownian motion as a…

概率论 · 数学 2018-10-09 Frederi Viens , Jianfeng Zhang

In this paper, we study large and moderate deviation principles for stochastic partial differential equations (SPDEs) on metric graphs and their associated multiscale models via the weak convergence approach, providing a refined…

概率论 · 数学 2025-09-09 Jianbo Cui , Derui Sheng

We investigate the computational aspects of the basket CDS pricing with counterparty risk under a credit contagion model of multinames. This model enables us to capture the systematic volatility increases in the market triggered by a…

数理金融 · 定量金融 2016-05-10 Yao Tung Huang , Qingshuo Song , Harry Zheng

We prove well-posedness and rough path stability of a class of linear and semi-linear rough PDE's on $\mathbb{R}^d$ using the variational approach. This includes well-posedness of (possibly degenerate) linear rough PDE's in…

概率论 · 数学 2020-01-13 Peter Friz , Torstein Nilssen , Wilhelm Stannat

We consider nonlinear parabolic evolution equations of the form $\partial_{t}u=F(t,x,Du,D^{2}u) $, subject to noise of the form $H(x,Du) \circ dB$ where $H$ is linear in $Du$ and $\circ dB$ denotes the Stratonovich differential of a…

偏微分方程分析 · 数学 2010-11-09 Michael Caruana , Peter Friz , Harald Oberhauser

Recent work on Path-Dependent Partial Differential Equations (PPDEs) has shown that PPDE solutions can be approximated by a probabilistic representation, implemented in the literature by the estimation of conditional expectations using…

机器学习 · 计算机科学 2022-10-05 Jiang Yu Nguwi , Nicolas Privault

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

We consider assets for which price $X_t$ and squared volatility $Y_t$ are jointly driven by Heston joint stochastic differential equations (SDEs). When the parameters of these SDEs are estimated from $N$ sub-sampled data $(X_{nT}, Y_{nT})$,…

数理金融 · 定量金融 2015-07-22 Robert Azencott , Yutheeka Gadhyan , Roland Glowinski

This paper is concerned with the backward stochastic differential equations whose generator is a weighted fractional Brownian field: $Y_t=\xi+\int_t^T Y_s W (ds,B_s) -\int_t^T Z_sdB_s$, $0\le t\le T$, where $W$ is a $(d+1)$-parameter…

概率论 · 数学 2022-08-02 Yaozhong Hu , Juan Li , Chao Mi

The theory of rough paths arose from a desire to establish continuity properties of ordinary differential equations involving terms of low regularity. While essentially an analytic theory, its main motivation and applications are in…

经典分析与常微分方程 · 数学 2025-01-28 Ilya Chevyrev

In previous works Avellaneda et al. pioneered the pricing and hedging of index options - products highly sensitive to implied volatility and correlation assumptions - with large deviations methods, assuming local volatility dynamics for all…

证券定价 · 定量金融 2022-12-16 Peter K. Friz , Thomas Wagenhofer

In this contribution we develop a solution theory for singular quasilinear stochastic partial differential equations subject to an initial condition. We obtain our solution theory as a perturbation of the rough path approach developed to…

偏微分方程分析 · 数学 2024-05-24 Claudia Raithel , Jonas Sauer

We consider a non-linear parabolic partial differential equation (PDE) on $\mathbb R^d$ with a distributional coefficient in the non-linear term. The distribution is an element of a Besov space with negative regularity and the non-linearity…

偏微分方程分析 · 数学 2022-09-21 Elena Issoglio

We formulate a new class of stochastic partial differential equations (SPDEs), named high-order vector backward SPDEs (B-SPDEs) with jumps, which allow the high-order integral-partial differential operators into both drift and diffusion…

概率论 · 数学 2011-05-05 Wanyang Dai

This work is concerned with the quantification of the epistemic uncertainties induced the discretization of partial differential equations. Following the paradigm of probabilistic numerics, we quantify this uncertainty probabilistically.…

概率论 · 数学 2016-07-14 Ilias Bilionis

Motivated by the concept of ``location uncertainty", initially introduced in \cite{Memin2013FluidFD}, a scheme is sought to perturb the ``location" of a state variable at every forecast time step. Further considering Brenier's theorem…

最优化与控制 · 数学 2023-02-21 Yicun Zhen , Valentin Resseguier , Bertrand Chapron

We investigate the (functional) convex order of for various continuous martingale processes, either with respect to their diffusions coefficients for L\'evy-driven SDEs or their integrands for stochastic integrals. Main results are bordered…

概率论 · 数学 2014-07-24 Gilles Pagès