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Recurrent tasks such as pricing, calibration and risk assessment need to be executed accurately and in real-time. Simultaneously we observe an increase in model sophistication on the one hand and growing demands on the quality of risk…

计算金融 · 定量金融 2016-07-11 Maximilian Gaß , Kathrin Glau , Mirco Mahlstedt , Maximilian Mair

We present here a regress later based Monte Carlo approach that uses neural networks for pricing high-dimensional contingent claims. The choice of specific architecture of the neural networks used in the proposed algorithm provides for…

计算金融 · 定量金融 2019-11-27 Vikranth Lokeshwar , Vikram Bhardawaj , Shashi Jain

This study investigates enhancing option pricing by extending the Black-Scholes model to include stochastic volatility and interest rate variability within the Partial Differential Equation (PDE). The PDE is solved using the finite…

数值分析 · 数学 2025-04-15 Nikhil Shivakumar Nayak

In simulation technology, computationally expensive objective functions are often replaced by cheap surrogates, which can be obtained by interpolation. Full grid interpolation methods suffer from the so-called curse of dimensionality,…

数值分析 · 数学 2019-10-15 Julian Valentin

This work addresses the problem of pricing American basket options in a multivariate setting, which includes among others, the Bachelier and the Black-Scholes models. In high dimensions, nonlinear partial differential equation methods for…

计算金融 · 定量金融 2017-06-05 Christian Bayer , Juho Häppölä , Raúl Tempone

In this paper, we propose an iterative splitting method to solve the partial differential equations in option pricing problems. We focus on the Heston stochastic volatility model and the derived two-dimensional partial differential equation…

计算工程、金融与科学 · 计算机科学 2020-03-31 Hongshan Li , Zhongyi Huang

This paper focus on pricing exchange option based on copulas by MCMC algorithm. Initially, we introduce the methodologies concerned about risk-netural pricing, copulas and MCMC algorithm. After the basic knowledge, we compare the option…

数理金融 · 定量金融 2021-07-22 Wen Su

In this paper we introduce a new algorithm for American Monte Carlo that can be used either for American-style options, callable structured products or for computing counterparty credit risk (e.g. CVA or PFE computation). Leveraging least…

计算金融 · 定量金融 2014-04-07 Calypso Herrera , Louis Paulot

In this paper, we present a reduced basis method for pricing European and American options based on the Black-Scholes and Heston model. To tackle each model numerically, we formulate the problem in terms of a time dependent variational…

数值分析 · 数学 2014-08-07 Olena Burkovska , Bernard Haasdonk , Julien Salomon , Barbara Wohlmuth

The most recent update of financial option models is American options under stochastic volatility models with jumps in returns (SVJ) and stochastic volatility models with jumps in returns and volatility (SVCJ). To evaluate these options,…

计算工程、金融与科学 · 计算机科学 2014-12-19 Jamal Amani Rad , Kourosh Parand

Advertisement (abbreviated ad) options are a recent development in online advertising. Simply, an ad option is a first look contract in which a publisher or search engine grants an advertiser a right but not obligation to enter into…

计算机科学与博弈论 · 计算机科学 2015-12-11 Bowei Chen , Jun Wang

In this paper, we consider the numerical pricing of financial derivatives using Radial Basis Function generated Finite Differences in space. Such discretization methods have the advantage of not requiring Cartesian grids. Instead, the nodes…

计算金融 · 定量金融 2018-08-21 Slobodan Milovanović , Lina von Sydow

In this paper a simple, effective adaptation of Alternating Direction Implicit (ADI) time discretization schemes is proposed for the numerical pricing of American-style options under the Heston model via a partial differential…

计算金融 · 定量金融 2015-04-07 Tinne Haentjens , Karel in 't Hout

In general, the pricing of variable annuities with guarantees can be done by solving the corresponding optimal stochastic control problem if the contract withdrawal strategy is assumed to be optimal. This is typically solved as a dynamic…

证券定价 · 定量金融 2026-05-27 Nicolas Langrené , Xiaolin Luo , Pavel V. Shevchenko , Ruiyi Zhang

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 consider a high dimensional binary classification problem and construct a classification procedure by minimizing the empirical misclassification risk with a penalty on the number of selected features. We derive non-asymptotic probability…

统计方法学 · 统计学 2018-11-26 Le-Yu Chen , Sokbae Lee

We consider a system of coupled free boundary problems for pricing American put options with regime-switching. To solve this system, we first employ the logarithmic transformation to map the free boundary for each regime to multi-fixed…

计算金融 · 定量金融 2020-06-24 Chinonso Nwankwo , Weizhong Dai , Ruihua Liu

The rough Bergomi (rBergomi) model, introduced recently in [5], is a promising rough volatility model in quantitative finance. It is a parsimonious model depending on only three parameters, and yet remarkably fits with empirical implied…

计算金融 · 定量金融 2020-07-13 Christian Bayer , Chiheb Ben Hammouda , Raul Tempone

We consider high-dimensional binary classification by sparse logistic regression. We propose a model/feature selection procedure based on penalized maximum likelihood with a complexity penalty on the model size and derive the non-asymptotic…

统计理论 · 数学 2018-11-20 Felix Abramovich , Vadim Grinshtein

The variance gamma model is a widely popular model for option pricing in both academia and industry. In this paper, we provide a new perspective for pricing European style options for the variance gamma model by deriving closed-form…

数理金融 · 定量金融 2023-06-21 Yuanda Chen , Zailei Cheng , Haixu Wang