Pricing Bounds and Approximations for Discrete Arithmetic Asian Options Under Time-Changed Lévy Processes

Pricing Bounds and Approximations for Discrete Arithmetic Asian Options Under Time-Changed Lévy Processes
Author: Pingping Zeng
Publisher:
Total Pages: 31
Release: 2015
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ISBN:

We derive efficient and accurate analytical pricing bounds and approximations for discrete arithmetic Asian options under time-changed Lévy processes. By extending the conditioning variable approach, we derive the lower bound on the Asian option price and construct an upper bound based on the sharp lower bound. We also consider the general partially exact and bounded (PEB) approximations, which include the sharp lower bound and partially conditional moments matching approximation as special cases. The PEB approximations are known to lie between a sharp lower bound and an upper bound. Our numerical tests show that the PEB approximations to discrete arithmetic Asian option prices can produce highly accurate approximations when compared to other approximation methods. Our proposed approximation methods can be readily applied to pricing Asian options under the most common types of underlying asset price processes, like the Heston stochastic volatility model nested in time-changed Lévy processes with leverage effect.

General Optimized Lower and Upper Bounds for Discrete and Continuous Arithmetic Asian Options

General Optimized Lower and Upper Bounds for Discrete and Continuous Arithmetic Asian Options
Author: Gianluca Fusai
Publisher:
Total Pages: 37
Release: 2016
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ISBN:

We propose an accurate method for pricing arithmetic Asian options on the discrete or continuous average in a general model setting by means of a lower bound approximation. In particular, we derive analytical expressions for the lower bound in the Fourier domain. This is then recovered by a single univariate inversion and sharpened using an optimization technique. In addition, we derive an upper bound to the error from the lower bound price approximation. Our proposed method can be applied to computing the prices and price sensitivities of Asian options with fixed or floating strike price, discrete or continuous averaging, under a wide range of stochastic dynamic models, including exponential Lévy models, stochastic volatility models, and the constant elasticity of variance diffusion. Our extensive numerical experiments highlight the notable performance and robustness of our optimized lower bound for different test cases.

Pricing of Discretely Sampled Asian Options Under Levy Processes

Pricing of Discretely Sampled Asian Options Under Levy Processes
Author: Jiayao Xie
Publisher:
Total Pages:
Release: 2012
Genre:
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ABSTRACT. We develop a new method for pricing options on discretely sampled arithmetic average in exponential Levy models. The main idea is the reduction to a backward in- duction procedure for the difference Wn between the Asian option with averaging over n sampling periods and the price of the European option with maturity one period. This al- lows for an efficient truncation of the state space. At each step of backward induction, Wn is calculated accurately and fast using a piece-wise interpolation or splines, fast convolu- tion and either flat iFT and (refined) iFFT or the parabolic iFT. Numerical results demonstrate the advantages of the method. Keywords: Option pricing, flat iFT method, parabolic iFT method, FFT, refined and enhanced FFT, Levy processes, KoBoL, CGMY, BM, Asian options.

A General Framework for Pricing Asian Options Under Stochastic Volatility on Parallel Architectures

A General Framework for Pricing Asian Options Under Stochastic Volatility on Parallel Architectures
Author: Stefania Corsaro
Publisher:
Total Pages: 30
Release: 2019
Genre:
ISBN:

In this paper, we present a transform-based algorithm for pricing discretely monitored arithmetic Asian options with remarkable accuracy in a general stochastic volatility framework, including affine models and time-changed Lévy processes. The accuracy is justified both theoretically and experimentally. In addition, to speed up the valuation process, we employ high-performance computing technologies. More specifically, we develop a parallel option pricing system that can be easily reproduced on parallel computers, also realized as a cluster of personal computers. Numerical results showing the accuracy, speed and efficiency of the procedure are reported in the paper.

An Efficient Transform Method for Asian Option Pricing

An Efficient Transform Method for Asian Option Pricing
Author: Justin Kirkby
Publisher:
Total Pages: 45
Release: 2016
Genre:
ISBN:

This paper introduces a novel method to price arithmetic Asian options in Levy-driven models, with discrete and continuous averaging, by expanding on the approach of sequential characteristic function recovery. By utilizing frame duality and a FFT-based implementation of density projection, we obtain rapidly converging value approximations to high precision, consistently resulting in a 10- to 100-fold time reduction compared to state-of-the-art procedures. Theoretical convergence rates are confirmed by an in-depth analysis of error propagation. Formulas for Greeks are provided, in addition to generalized averaging and in-progress option pricing.

Partially Exact and Bounded Approximations for Arithmetic Asian Options

Partially Exact and Bounded Approximations for Arithmetic Asian Options
Author: Roger Lord
Publisher:
Total Pages: 48
Release: 2005
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ISBN:

This paper considers the pricing of European Asian options in the Black-Scholes framework. All approaches we consider are readily extendable to the case of an Asian basket option. Firstly we consider the partial differential equation approach to the pricing of Asian options. We show the link between the approaches of Rogers and Shi [1995], Andreasen [1999], Hoogland and Neumann [2000] and Vecer [2001]. For the latter two formulations we propose two reductions, which increase the numerical stability and reduce the calculation time.Secondly, we show how a closed-form expression can be derived for Rogers and Shi's lower bound for the general case of multiple underlyings. Thirdly, we sharpen Thompson's [1999a,b] upper bound for the value of an Asian option. This is important for the practically relevant case of options with long maturities. Numerical results show that when the strike price is not extremely high, the resulting upper bound is tighter than recently introduced upper bounds in studies by Nielsen and Sandmann [2003] and Vanmaele et al. [2005].Finally, we consider analytical approximations for the value of an Asian option. A much heard criticism on moment-matching approaches is that the error in the approximation is not known beforehand. We combine the traditional moment-matching approaches (e.g. Levy [1992]) with the conditioning approaches (e.g. Curran [1994]) and introduce a class of analytical approximations, which can be proven to lie between a sharp lower and upper bound. In numerical examples the accuracy of these new approximations is demonstrated. The approximations are found to outperform all of the current state-of-the-art upper bounds and approximations.

Pricing Average Options Under Time-Changed Levy Processes

Pricing Average Options Under Time-Changed Levy Processes
Author: Akira Yamazaki
Publisher:
Total Pages: 31
Release: 2014
Genre:
ISBN:

This paper presents an approximate formula for pricing average options when the underlying asset price is driven by time-changed Levy processes. Time-changed Levy processes are attractive to use for a driving factor of underlying prices because the processes provide a flexible framework for generating jumps, capturing stochastic volatility as the random time change, and introducing the leverage effect. There have been very few studies dealing with pricing problems of exotic derivatives on time-changed Levy processes in contrast to standard European derivatives. Our pricing formula is based on the Gram-Charlier expansion and the key of the formula is to find analytic treatments for computing the moments of the normalized average asset price. In numerical examples, we demonstrate that our formula give accurate values of average call options when adopting Heston's stochastic volatility model, VG-CIR, and NIG-CIR models.

Pricing Bounds on Asian Options

Pricing Bounds on Asian Options
Author: J. Aase Nielsen
Publisher:
Total Pages: 22
Release: 2006
Genre:
ISBN:

The aim of the paper is to develop and compare bounds on the pricing formulas for European type discrete Asian options. The lower bound is found by conditioning the maturity payment of the Asian option by the geometric average and the bound derived can be expressed as a portfolio of delayed payment European call options. Furthermore, several exercise price dependent upper bounds are derived. Like the lower bound, one of the upper bounds is expressed as a portfolio of delayed payment European call options. Through a numerical analysis it is concluded that more information is gained from the readily calculated bounds than from the usually applied pricing approximations. From the closed-form solutions of the bounds, hedging positions are finally derived.

Efficient Asian Option Pricing Under Regime Switching Jump Diffusions and Stochastic Volatility Models

Efficient Asian Option Pricing Under Regime Switching Jump Diffusions and Stochastic Volatility Models
Author: Justin Kirkby
Publisher:
Total Pages: 39
Release: 2020
Genre:
ISBN:

Utilizing frame duality and a FFT-based implementation of density projection we develop a novel and efficient transform method to price Asian options for very general asset dynamics, including regime switching Levy processes and other jump diffusions as well as stochastic volatility models with jumps. The method combines Continuous-Time Markov Chain (CTMC) approximation, with Fourier pricing techniques. In particular, our method encompasses Heston, Hull-White, Stein-Stein, 3/2 model as well as recently proposed Jacobi, alpha-Hypergeometric, and 4/2 models, for virtually any type of jump amplitude distribution in the return process. This framework thus provides a unified approach to pricing Asian options in stochastic jump diffusion models and is readily extended to alternative exotic contracts. We also derive a characteristic function recursion by generalizing the Carverhill-Clewlow factorization which enables the application of transform methods in general. Numerical results are provided to illustrate the effectiveness of the method. Various extensions of this method have since been developed, including the pricing of barrier, American, and realized variance derivatives.

Time-Changed Levy Process and Option Pricing

Time-Changed Levy Process and Option Pricing
Author: Peter Carr
Publisher:
Total Pages: 35
Release: 2001
Genre:
ISBN:

We apply stochastic time change to Levy processes to generate a wide variety of tractable option pricing models. In particular, we prove a fundamental theorem that transforms the characteristic function of the time-changed Levy process into the Laplace transform of the stochastic time under appropriate measure change. We extend the traditional measure theory into the complex domain and define the measure change by a class of complex valued exponential martingales. We provide extensive examples to illustrate its applications and its link to existing models in the literature.