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We consider the problem of pricing path-dependent options on a basket of underlying assets using simulations. As an example we develop our studies using Asian options. Asian options are derivative contracts in which the underlying variable…

概率论 · 数学 2007-10-04 Piergiacomo Sabino

We introduce a new method to price American-style options on underlying investments governed by stochastic volatility (SV) models. The method does not require the volatility process to be observed. Instead, it exploits the fact that the…

计算金融 · 定量金融 2012-07-26 Bhojnarine R. Rambharat , Anthony E. Brockwell

We introduce a Path Shadowing Monte-Carlo method, which provides prediction of future paths, given any generative model. At any given date, it averages future quantities over generated price paths whose past history matches, or `shadows',…

数理金融 · 定量金融 2023-08-04 Rudy Morel , Stéphane Mallat , Jean-Philippe Bouchaud

We present a path integral method to derive closed-form solutions for option prices in a stochastic volatility model. The method is explained in detail for the pricing of a plain vanilla option. The flexibility of our approach is…

证券定价 · 定量金融 2008-12-02 D. Lemmens , M. Wouters , J. Tempere , S. Foulon

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 develop generic and efficient importance sampling estimators for Monte Carlo evaluation of prices of single- and multi-asset European and path-dependent options in asset price models driven by L\'evy processes, extending earlier works…

风险管理 · 定量金融 2016-08-17 Adrien Genin , Peter Tankov

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

We discuss two numerical methods, based on a path integral approach described in a previous paper (I), for solving the stochastic equations underlying the financial markets: the Monte Carlo approach, and the Green function deterministic…

统计力学 · 物理学 2008-12-10 Marco Rosa-Clot , Stefano Taddei

In the following paper we provide a review and development of sequential Monte Carlo (SMC) methods for option pricing. SMC are a class of Monte Carlo-based algorithms, that are designed to approximate expectations w.r.t a sequence of…

统计计算 · 统计学 2010-05-27 Ajay Jasra , Pierre Del Moral

This study presents contemporaneous modeling of asset return and price range within the framework of stochastic volatility with leverage. A new representation of the probability density function for the price range is provided, and its…

统计计算 · 统计学 2021-10-28 Yuta Kurose

We propose a versatile Monte-Carlo method for pricing and hedging options when the market is incomplete, for an arbitrary risk criterion (chosen here to be the expected shortfall), for a large class of stochastic processes, and in the…

凝聚态物理 · 物理学 2007-05-23 Benoît Pochart , Jean-Philippe Bouchaud

We combine the one-dimensional Monte Carlo simulation and the semi-analytical one-dimensional heat potential method to design an efficient technique for pricing barrier options on assets with correlated stochastic volatility. Our approach…

计算金融 · 定量金融 2022-02-17 Alexander Lipton , Artur Sepp

In this paper, we adopt the least squares Monte Carlo (LSMC) method to price time-capped American options. The aforementioned cap can be an independent random variable or dependent on asset price at random time. We allow various time caps.…

数理金融 · 定量金融 2025-03-04 Paweł Stȩpniak , Zbigniew Palmowski

The pricing of financial derivatives, which requires massive calculations and close-to-real-time operations under many trading and arbitrage scenarios, were largely infeasible in the past. However, with the advancement of modern computing,…

证券定价 · 定量金融 2019-06-18 Wei-Cheng Chen , Wei-Ho Chung

An important family of stochastic processes arising in many areas of applied probability is the class of L\'evy processes. Generally, such processes are not simulatable especially for those with infinite activity. In practice, it is common…

概率论 · 数学 2014-08-06 M. Ben Alaya , K. Hajji , A. Kebaier

Barrier options are one of the most widely traded exotic options on stock exchanges. In this paper, we develop a new stochastic simulation method for pricing barrier options and estimating the corresponding execution probabilities. We show…

The aim of this study was to develop methods for evaluating the American-style option prices when the volatility of the underlying asset is described by a stochastic process. As part of this problem were developed techniques for modeling…

证券定价 · 定量金融 2010-09-29 Yu. A. Kuperin , P. A. Poloskov

The purpose of this article is to introduce a new L\'evy process, termed Variance Gamma++ process, to model the dynamic of assets in illiquid markets. Such a process has the mathematical tractability of the Variance Gamma process and is…

数理金融 · 定量金融 2022-07-03 M. Gardini , P. Sabino , E. Sasso

We propose a parameter-free model for estimating the price or valuation of financial derivatives like options, forwards and futures using non-supervised learning networks and Monte Carlo. Although some arbitrage-based pricing formula…

应用统计 · 统计学 2022-12-02 Weishi Wang

Many random processes can be simulated as the output of a deterministic model accepting random inputs. Such a model usually describes a complex mathematical or physical stochastic system and the randomness is introduced in the input…

机器学习 · 统计学 2012-11-21 A. Gokcen Mahmutoglu , Alper T. Erdogan , Alper Demir
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