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Fourier pricing methods such as the Carr-Madan formula or the COS method are classic tools for pricing European options for advanced models such as the Heston model. These methods require tuning parameters such as a damping factor, a…

数理金融 · 定量金融 2024-12-09 Gero Junike , Hauke Stier

This paper examines the problem of pricing spread options under some models with jumps driven by Compound Poisson Processes and stochastic volatilities in the form of Cox-Ingersoll-Ross(CIR) processes. We derive the characteristic function…

证券定价 · 定量金融 2014-09-04 Pablo Olivares , Matthew Cane

We study the binomial, trinomial, and Black-Scholes-Merton models of option pricing. We present fast parallel discrete-time finite-difference algorithms for American call option pricing under the binomial and trinomial models and American…

计算工程、金融与科学 · 计算机科学 2023-10-18 Zafar Ahmad , Reilly Browne , Rezaul Chowdhury , Rathish Das , Yushen Huang , Yimin Zhu

The Fourier-cosine expansion (COS) method is used to price European options numerically in a very efficient way. To apply the COS method, one has to specify two parameters: a truncation range for the density of the log-returns and a number…

计算金融 · 定量金融 2024-04-02 Gero Junike

We investigate methods for pricing American options under the variance gamma model. The variance gamma process is a pure jump process which is constructed by replacing the calendar time by the gamma time in a Brownian motion with drift,…

计算金融 · 定量金融 2022-07-04 Weilong Fu , Ali Hirsa

It is well known that the Black-Scholes-Merton model suffers from several deficiencies. Jump-diffusion and Levy models have been widely used to partially alleviate some of the biases inherent in this classical model. Unfortunately, the…

计算工程、金融与科学 · 计算机科学 2007-05-23 Kenneth R. Jackson , Sebastian Jaimungal , Vladimir Surkov

The Fourier cosine expansion (COS) method is used for pricing European options numerically very fast. To apply the COS method, a truncation range for the density of the log-returns need to be provided. Using Markov's inequality, we derive a…

计算金融 · 定量金融 2022-01-31 Gero Junike , Konstantin Pankrashkin

This research addresses accurate option pricing by employing models beyond the traditional Black-Scholes framework. While Black-Scholes provides a closed-form solution, it is limited by assumptions of constant volatility, no dividends, and…

计算金融 · 定量金融 2026-04-08 Karmanpartap Singh Sidhu , Pranshi Saxena

Option pricing models, essential in financial mathematics and risk management, have been extensively studied and recently advanced by AI methodologies. However, American option pricing remains challenging due to the complexity of…

机器学习 · 计算机科学 2024-09-30 Qiguo Sun , Hanyue Huang , XiBei Yang , Yuwei Zhang

When the underlying asset displays oscillations, spikes or heavy-tailed distributions, the lognormal diffusion process (for which Black and Scholes developed their momentous option pricing formula) is inadequate: in order to overcome these…

计算金融 · 定量金融 2017-12-22 Marcellino Gaudenzi , Alice Spangaro , Patrizia Stucchi

The accurate valuation of financial derivatives plays a pivotal role in the finance industry. Although closed formulas for pricing are available for certain models and option types, exemplified by the European Call and Put options in the…

量子物理 · 物理学 2024-04-23 Tom Ewen

The COS method is a very efficient way to compute European option prices under L\'evy models or affine stochastic volatility models, based on a Fourier Cosine expansion of the density, involving the characteristic function. This note shows…

计算金融 · 定量金融 2025-07-22 Fabien LeFloc'h

Contrary to the common view that exact pricing is prohibitive owing to the curse of dimensionality, this study proposes an efficient and unified method for pricing options under multivariate Black-Scholes-Merton (BSM) models, such as the…

证券定价 · 定量金融 2018-05-09 Jaehyuk Choi

The cryptocurrency options market is notable for its high volatility and lower liquidity compared to traditional markets. These characteristics introduce significant challenges to traditional option pricing methodologies. Addressing these…

数理金融 · 定量金融 2025-06-18 Julia Kończal

We propose a convolution-FFT method for pricing European options under the Heston model that leverages a continuously differentiable representation of the joint characteristic function. Unlike existing Fourier-based methods that rely on…

计算金融 · 定量金融 2025-12-08 Xiang Gao , Cody Hyndman

Scalable Gaussian Process methods are computationally attractive, yet introduce modeling biases that require rigorous study. This paper analyzes two common techniques: early truncated conjugate gradients (CG) and random Fourier features…

机器学习 · 计算机科学 2021-06-30 Andres Potapczynski , Luhuan Wu , Dan Biderman , Geoff Pleiss , John P. Cunningham

We modify the Green operator involved in Fourier-based computational schemes in elasticity, in 2D and 3D. The new operator is derived by expressing continuum mechanics in terms of centered differences on a rotated grid. Use of the modified…

数值分析 · 数学 2015-02-20 François Willot

Given a time series vector, how can we efficiently compute a specified part of Fourier coefficients? Fast Fourier transform (FFT) is a widely used algorithm that computes the discrete Fourier transform in many machine learning applications.…

机器学习 · 计算机科学 2020-08-31 Yong-chan Park , Jun-Gi Jang , U Kang

Modern processors deliver higher throughput for lower-precision arithmetic than for higher-precision arithmetic. For matrix multiplication, the Ozaki scheme exploits this performance gap by splitting the inputs into lower-precision…

数学软件 · 计算机科学 2026-04-01 Shota Kawakami , Daisuke Takahashi

Quantum simulation is a promising application of future quantum computers. Product formulas, or Trotterization, are the oldest and still remain an appealing method to simulate quantum systems. For an accurate product formula approximation,…

量子物理 · 物理学 2024-11-04 Chi-Fang , Chen , Fernando G. S. L. Brandão
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