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The determination of acceptability prices of contingent claims requires the choice of a stochastic model for the underlying asset price dynamics. Given this model, optimal bid and ask prices can be found by stochastic optimization. However,…

证券定价 · 定量金融 2019-01-31 Martin Glanzer , Georg Ch. Pflug , Alois Pichler

The maximum likelihood approach is adapted to the problem of estimation of drift and diffusion functions of stochastic processes from measured time series. We reconcile a previously devised iterative procedure [Kleinhans et al., Physics…

数据分析、统计与概率 · 物理学 2009-11-13 D. Kleinhans , R. Friedrich

Systemic risk is a rapidly developing area of research. Classical financial models often do not adequately reflect the phenomena of bubbles, crises, and transitions between them during credit cycles. To study very improbable events,…

数理金融 · 定量金融 2023-05-11 Kamil Fortuna , Janusz Szwabiński

In the option valuation literature, the shortcomings of one factor stochastic volatility models have traditionally been addressed by adding jumps to the stock price process. An alternate approach in the context of option pricing and…

数理金融 · 定量金融 2019-12-24 Gifty Malhotra , R. Srivastava , H. C. Taneja

Stochastic volatility models are the backbone of financial engineering. We study both continuous time diffusions as well as discrete time models. We propose two novel approaches to estimating stochastic volatility diffusions, one using…

量子物理 · 物理学 2025-07-30 Eric Ghysels , Jack Morgan , Hamed Mohammadbagherpoor

In this paper new analytical and numerical approaches to valuating path-dependent options of European type have been developed. The model of stochastic volatility as a basic model has been chosen. For European options we could improve the…

证券定价 · 定量金融 2010-09-24 Yu. A. Kuperin , P. A. Poloskov

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

In this paper, we develop a novel method based on Malliavin calculus to find an approximation for the convexity adjustment for various classical interest rate products. Malliavin calculus provides a simple way to get a template for the…

数理金融 · 定量金融 2023-08-28 David García-Lorite , Raul Merino

This paper presents a study using the Bayesian approach in stochastic volatility models for modeling financial time series, using Hamiltonian Monte Carlo methods (HMC). We propose the use of other distributions for the errors in the…

应用统计 · 统计学 2017-12-07 David S. Dias , Ricardo S. Ehlers

We consider the discretized Bachelier model where hedging is done on an equidistant set of times. Exponential utility indifference prices are studied for path-dependent European options and we compute their non-trivial scaling limit for a…

概率论 · 数学 2022-03-03 Asaf Cohen , Yan Dolinsky

We propose the use of statistical emulators for the purpose of valuing mortality-linked contracts in stochastic mortality models. Such models typically require (nested) evaluation of expected values of nonlinear functionals of…

统计金融 · 定量金融 2015-09-15 James Risk , Michael Ludkovski

Sample-based Bayesian inference provides a route to uncertainty quantification in the geosciences, and inverse problems in general, though is very computationally demanding in the naive form that requires simulating an accurate computer…

统计计算 · 统计学 2019-04-12 Tiangang Cui , Colin Fox , Michael J O'Sullivan

Uncertainty quantification is a primary challenge for reliable modeling and simulation of complex stochastic dynamics. Such problems are typically plagued with incomplete information that may enter as uncertainty in the model parameters, or…

概率论 · 数学 2015-07-15 Paul Dupuis , Markos A. Katsoulakis , Yannis Pantazis , Petr Plechac

We extend the Bismut-Elworthy-Li formula to non-degenerate jump diffusions and "payoff" functions depending on the process at multiple future times. In the spirit of Fournie et al [13] and Davis and Johansson [9] this can improve Monte…

概率论 · 数学 2008-12-02 T. R. Cass , P. K. Friz

Utility-Based Shortfall Risk (UBSR) is a risk metric that is increasingly popular in financial applications, owing to certain desirable properties that it enjoys. We consider the problem of estimating UBSR in a recursive setting, where…

机器学习 · 统计学 2023-11-28 Vishwajit Hegde , Arvind S. Menon , L. A. Prashanth , Krishna Jagannathan

This paper studies a risk-sensitive decision-making problem under uncertainty. It considers a decision-making process that unfolds over a fixed number of stages, in which a decision-maker chooses among multiple alternatives, some of which…

最优化与控制 · 数学 2026-01-07 Chung-Han Hsieh , Yi-Shan Wong

We investigate a complex system involving multiple shapes to be optimized in a domain, taking into account geometric constraints on the shapes and uncertainty appearing in the physics. We connect the differential geometry of product shape…

最优化与控制 · 数学 2023-08-16 Caroline Geiersbach , Tim Suchan , Kathrin Welker

As a physical fact, randomness is an inherent and ineliminable aspect in all physical measurements and engineering production. As a consequence, material parameters, serving as input data, are only known in a stochastic sense and thus, also…

计算工程、金融与科学 · 计算机科学 2023-11-22 Hendrik Geisler , Cem Erdogan , Jan Nagel , Philipp Junker

Cr\'epey, Frikha, and Louzi (2025) introduced a multilevel stochastic approximation scheme to compute the value-at-risk of a financial loss that is only simulatable by Monte Carlo. The best complexity of the scheme is in…

风险管理 · 定量金融 2026-04-14 Stéphane Crépey , Noufel Frikha , Azar Louzi , Jonathan Spence

The paper introduces a simple way of recording and manipulating general stochastic processes without explicit reference to a probability measure. In the new calculus, operations traditionally presented in a measure-specific way are instead…

数理金融 · 定量金融 2021-04-08 Aleš Černý , Johannes Ruf