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In this project, we propose to explore the Kalman filter's performance for estimating asset prices. We begin by introducing a stochastic mean-reverting processes, the Ornstein-Uhlenbeck (OU) model. After this we discuss the Kalman filter in…

统计金融 · 定量金融 2024-07-10 Michael Sekatchev , Zhengxiang Zhou

In this paper, we price European Call three different option pricing models, where the volatility is dynamically changing i.e. non constant. In stochastic volatility (SV) models for option pricing a closed form approximation technique is…

Stochastic differential equations and the associated partial differential equations are the cornerstone formalism in stochastic control problems. The universality of bilinear stochastic systems can be found in autonomous systems, non-linear…

最优化与控制 · 数学 2019-10-31 Sandhya Rathore , Shambhu Nath Sharma , Dani Juricic

We introduce a class of randomly time-changed fast mean-reverting stochastic volatility models and, using spectral theory and singular perturbation techniques, we derive an approximation for the prices of European options in this setting.…

证券定价 · 定量金融 2012-05-15 Matthew Lorig

In this article we study the asymptotic behaviour of the realized quadratic variation of a process $\int_{0}^{t}u_{s}dY_{s}^{(1)}$% , where $u$ is a $\beta$-H\"older continuous process with $\beta > 1-H$ and…

概率论 · 数学 2018-02-28 Salwa Bajja , Khalifa Es-Sebaiy , Lauri Viitasaari

Stochastic processes find applications in modelling systems in a variety of disciplines. A large number of stochastic models considered are Markovian in nature. It is often observed that higher order Markov processes can model the data…

概率论 · 数学 2021-04-13 Suryadeepto Nag

Local stochastic volatility refers to a popular model class in applied mathematical finance that allows for "calibration-on-the-fly", typically via a particle method, derived from a formal McKean-Vlasov equation. Well-posedness of this…

概率论 · 数学 2025-06-13 Peter K. Friz , Benjamin Jourdain , Thomas Wagenhofer , Alexandre Zhou

We present a framework for describing the evolution of stochastic observables having a non-stationary distribution of values. The framework is applied to empirical volume-prices from assets traded at the New York stock exchange. Using…

统计金融 · 定量金融 2016-05-18 Paulo Rocha , Frank Raischel , João P. Boto , Pedro G. Lind

We examine the small expiry behaviour of European call options in stock price models of exponential L\'evy type. In most cases of interest, we are able to identify the exact small expiry asymptotics. In "complete generality" we are able to…

证券定价 · 定量金融 2008-12-02 Michael Roper

The use of factor stochastic volatility models requires choosing the number of latent factors used to describe the dynamics of the financial returns process; however, empirical evidence suggests that the number and makeup of pertinent…

应用统计 · 统计学 2019-03-06 Taylor R. Brown

Monitoring downside risk and upside risk to the key macroeconomic indicators is critical for effective policymaking aimed at maintaining economic stability. In this paper I propose a parametric framework for modelling and forecasting…

计量经济学 · 经济学 2023-11-21 Andrea Renzetti

We consider the problem of valuing a European option written on an asset whose dynamics are described by an exponential L\'evy-type model. In our framework, both the volatility and jump-intensity are allowed to vary stochastically in time…

证券定价 · 定量金融 2013-07-12 Matthew Lorig , Oriol Lozano-Carbassé

This paper develops a flexible and computationally efficient multivariate volatility model, which allows for dynamic conditional correlations and volatility spillover effects among financial assets. The new model has desirable properties…

统计方法学 · 统计学 2025-07-25 Wenyu Li , Yuchang Lin , Qianqian Zhu , Guodong Li

We study the Heston-Cox-Ingersoll-Ross++ stochastic-local volatility model in the context of foreign exchange markets and propose a Monte Carlo simulation scheme which combines the full truncation Euler scheme for the stochastic volatility…

计算金融 · 定量金融 2016-10-24 Andrei Cozma , Matthieu Mariapragassam , Christoph Reisinger

Financial markets provide an ideal frame for the study of crossing or first-passage time events of non-Gaussian correlated dynamics mainly because large data sets are available. Tick-by-tick data of six futures markets are herein considered…

统计金融 · 定量金融 2011-12-23 Josep Perelló , Mario Gutiérrez-Roig , Jaume Masoliver

We study the Heston model, where the stock price dynamics is governed by a geometrical (multiplicative) Brownian motion with stochastic variance. We solve the corresponding Fokker-Planck equation exactly and, after integrating out the…

统计力学 · 物理学 2008-12-02 Adrian A. Dragulescu , Victor M. Yakovenko

This paper deals with an extension of the so-called Black-Scholes model in which the volatility is modeled by a linear combination of the components of the solution of a differential equation driven by a fractional Brownian motion of Hurst…

概率论 · 数学 2016-08-30 Nicolas Marie

In this paper, we establish a probabilistic representation as well as some integration by parts formulae for the marginal law at a given time maturity of some stochastic volatility model with unbounded drift. Relying on a perturbation…

概率论 · 数学 2020-11-23 Junchao Chen , Noufel Frikha , Houzhi Li

Understanding the stochastic behavior of currency exchange rates is critical for assessing financial stability and anticipating market transitions. In this study, we investigate the empirical dynamics of the USD exchange rate in three…

统计金融 · 定量金融 2025-07-04 Yazdan Babazadeh Maghsoodlo , Amin Safaeesirat

In order to deal with the question of the existence of a calibrated local stochastic volatility model in finance, we investigate a class of McKean--Vlasov equations where a minimal continuity assumption is imposed on the coefficients.…

概率论 · 数学 2024-10-22 Mao Fabrice Djete