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Exact terminal condition neural network for American option pricing based on the Black–Scholes–Merton equations 基于Black-Scholes-Merton方程的美式期权定价精确终端条件神经网络
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-13 DOI: 10.1016/j.cam.2025.117253
Wenxuan Zhang , Yixiao Guo , Benzhuo Lu
This paper proposes the Exact Terminal Condition Neural Network (ETCNN), a deep learning framework for accurately pricing American options by solving the Black–Scholes–Merton (BSM) equations. The ETCNN incorporates carefully designed functions that ensure the numerical solution not only exactly satisfies the terminal condition of the BSM equations but also matches the non-smooth and singular behavior of the option price near expiration. This method effectively addresses the challenges posed by the inequality constraints in the BSM equations and can be easily extended to high-dimensional scenarios. Additionally, input normalization is employed to maintain the homogeneity. Multiple experiments are conducted to demonstrate that the proposed method achieves high accuracy and exhibits robustness across various situations, outperforming both traditional numerical methods and other machine learning approaches.
本文通过求解Black-Scholes-Merton (BSM)方程,提出了精确终端条件神经网络(ETCNN)这一深度学习框架,用于对美式期权进行准确定价。ETCNN包含了精心设计的函数,确保数值解不仅精确满足BSM方程的终止条件,而且匹配期权价格接近到期时的非光滑和奇异行为。该方法有效地解决了BSM方程中不等式约束所带来的挑战,并且可以很容易地推广到高维场景。此外,采用输入归一化来保持均匀性。多个实验表明,该方法在各种情况下都具有较高的准确性和鲁棒性,优于传统的数值方法和其他机器学习方法。
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引用次数: 0
Sparse identification of nonlinear dynamics for stochastic delay differential equations 随机时滞微分方程非线性动力学的稀疏辨识
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-11 DOI: 10.1016/j.cam.2025.117247
Dimitri Breda , Dajana Conte , Raffaele D’Ambrosio , Ida Santaniello , Muhammad Tanveer
A general framework for recovering drift and diffusion dynamics from sampled trajectories is presented for the first time for stochastic delay differential equations. The core relies on the well-established SINDy algorithm for the sparse identification of nonlinear dynamics. The proposed methodology combines recently proposed high-order estimates of drift and covariance for dealing with stochastic problems with augmented libraries to handle delayed arguments. Three different strategies are discussed in view of exploiting only realistically available data. A thorough comparative numerical investigation is performed on different models, which helps guiding the choice of effective and possibly outperforming schemes.
本文首次提出了随机时滞微分方程从采样轨迹中恢复漂移和扩散动力学的一般框架。核心依赖于已建立的SINDy算法进行非线性动力学的稀疏辨识。所提出的方法结合了最近提出的高阶漂移估计和协方差,用于处理随机问题,并增加了库来处理延迟参数。鉴于仅利用实际可用数据,讨论了三种不同的策略。在不同的模型上进行了全面的数值比较研究,这有助于指导选择有效的和可能更好的方案。
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引用次数: 0
Multiscale scheme for a time-fractional multispecies reaction-diffusion model 时间分数型多组分反应扩散模型的多尺度格式
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-11 DOI: 10.1016/j.cam.2025.117251
Nana Adjoah Mbroh , Sergei Stepanov , Maria Vasilyeva , Alexey Sadovski , Hyangim Ji
We consider a time-fractional multispecies competition model in a heterogeneous domain. The mathematical model is described by a coupled system of nonlinear reaction-diffusion equations with a fractional time derivative. Due to the presence of multiple scales in the heterogeneous domain and the memory effect represented in time-fractional partial differential equations, traditional numerical methods would necessitate substantial computational resources to resolve the scale and store previous solutions with a fine-grid resolution. We present a computationally efficient numerical scheme to solve reaction-diffusion equations with a Caputo fractional time derivative. The time discretization is performed using the semi-implicit scheme, and the spatial discretization is based on the finite element method on a fine grid. To construct memory-efficient coarse grid approximation by space, we use a Generalized Multiscale Finite Element Method. We present a construction of two types of multiscale basis functions: offline and online. Offline multiscale space is based on the solution of the local spectral problem and addresses a heterogeneous diffusion coefficient to give a sufficiently accurate coarse grid approximation. On the online stage, we enrich a precomputed offline multiscale space with online residual-based multiscale basis functions. The stability of the time discretization and the convergence of the multiscale scheme are established. A numerical study with varying numbers of basis functions and fractional order α has been presented.
我们考虑了一个异构域的时间分数多物种竞争模型。数学模型是用一个具有分数阶时间导数的非线性反应扩散方程的耦合系统来描述的。由于异构域中存在多个尺度,且时间分数阶偏微分方程存在记忆效应,传统的数值方法需要大量的计算资源来求解尺度,并以精细网格分辨率存储以前的解。我们提出了一种计算效率高的数值格式来求解带有卡普托分数阶时间导数的反应扩散方程。时间离散采用半隐式格式,空间离散采用细网格有限元方法。为了构造具有存储效率的空间粗网格逼近,我们采用了广义多尺度有限元法。提出了两种多尺度基函数的构造方法:离线和在线。离线多尺度空间基于局部光谱问题的求解,并处理非均匀扩散系数以给出足够精确的粗网格近似。在在线阶段,我们用基于在线残差的多尺度基函数来丰富预先计算好的离线多尺度空间。证明了时间离散化的稳定性和多尺度方案的收敛性。本文给出了变基函数数和分数阶α的数值研究。
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引用次数: 0
Novel numerical technique for the second order Fredholm integro-differential equations using Bézier curves 二阶Fredholm积分-微分方程的bsamzier曲线数值解法
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-11 DOI: 10.1016/j.cam.2025.117249
Meltem Evrenosoğlu Adıyaman , Mustafa Kemal Altınbaş , Gülter Budakçı
In this study, a novel approach is proposed to approximate the solution of second order Fredholm integro-differential equations. The proposed method extends the residual method used for solving ordinary differential equations. This method is based on approximating the solution of initial value problems using a Bézier curve. For the extension of the method, some novel formulas are derived to obtain the integral of the product of Bernstein basis functions and analytic functions. The proposed method is also applied to boundary value problems with minor modifications. The most significant feature of the proposed method is its ease of application to various problems, due to its simplicity and flexibility. Error analysis is provided for both initial and boundary value problems, demonstrating that this method achieves a high order of accuracy. In order to demonstrate the accuracy and efficiency of the method, several numerical examples are provided, and their results are compared with those obtained by other methods in the literature. The findings indicate that the proposed method is highly effective and can serve as a viable alternative to existing techniques for solving Fredholm integro-differential equations.
本文提出了一种近似二阶Fredholm积分微分方程解的新方法。该方法扩展了求解常微分方程的残差法。这种方法是基于用bsamizier曲线逼近初值问题的解。对该方法进行了推广,导出了Bernstein基函数与解析函数积的积分公式。本文提出的方法也适用于边值问题,只是做了一些修改。该方法的最大特点是由于其简单和灵活,易于应用于各种问题。对初值问题和边值问题进行了误差分析,表明该方法具有较高的精度。为了证明该方法的准确性和有效性,给出了几个数值算例,并将其结果与文献中其他方法的结果进行了比较。研究结果表明,所提出的方法是非常有效的,可以作为一个可行的替代现有的技术来解决Fredholm积分微分方程。
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引用次数: 0
Strong order one convergence of the projected Euler-Maruyama method for scalar SDEs defined in the positive domain 正域中标量SDEs的投影Euler-Maruyama方法的强一阶收敛性
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-11 DOI: 10.1016/j.cam.2025.117252
Yiyi Tang
The Aït-Sahalia model is an important financial model. In past years, many variants of the Euler-Maruyama method are developed to simulate this SDE model. To derive the strong order one convergence, the Lamperti transformation is used. Then a challenge is that the derivative of the drift coefficient of the Lamperti-transformed Aït-Sahalia model has a pole at zero. The uniformly bounded inverse moments of the numerical solutions are useful to overcome this challenge. However, they are seldom studied in previous papers. In this paper, we will introduce a new numerical analysis technique to prove the uniformly bounded inverse moments of the projected Euler-Maruyama numerical solutions. Then we prove the Lr-strong order one convergence of the projected Euler-Maruyama method. Moreover, the strong convergence theory is also established for the constant elasticity of volatility model and the Heston-3/2 volatility model.
Aït-Sahalia模式是一个重要的金融模式。在过去的几年里,人们开发了许多欧拉-丸山方法的变体来模拟这种SDE模型。为了得到强一阶收敛性,使用了Lamperti变换。然后一个挑战是lamperti变换Aït-Sahalia模型的漂移系数的导数在零处有一个极点。数值解的一致有界逆矩有助于克服这一挑战。然而,在以往的文献中很少对其进行研究。在本文中,我们将引入一种新的数值分析技术来证明投影Euler-Maruyama数值解的一致有界逆矩。然后证明了投影Euler-Maruyama方法的lr强一阶收敛性。此外,还建立了恒弹性波动模型和Heston-3/2波动模型的强收敛理论。
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引用次数: 0
A kind of high order ADI method based on the L1-2 formula for fractional diffusion equation 一种基于L1-2公式的分数阶扩散方程的高阶ADI方法
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-10 DOI: 10.1016/j.cam.2025.117248
Chuang Liang, Xiongbo Zheng, Xingzhou Jiang
We establish an efficient numerical method with respect to two-dimensional fractional diffusion equation. The proposed method employs a fourth-order compact difference scheme for discretizing in the space direction. In the time direction, the method uses a high-order L1-2 formula to discretize the Caputo derivative and introduces an infinitesimal term to generate a new alternating direction implicit (ADI) method. We provide the analysis of the unique solvability, stability and convergence of the method. Our method can achieve high-order convergence in both time and space directions, and the calculation speed is relatively faster. We use numerical illustrations to support the theoretical analysis results and show the effectiveness of the method.
建立了二维分数阶扩散方程的有效数值求解方法。该方法在空间方向上采用四阶紧致差分格式进行离散化。在时间方向上,该方法采用高阶L1-2公式对Caputo导数进行离散化,并引入无穷小项生成一种新的交替方向隐式(ADI)方法。分析了该方法的唯一可解性、稳定性和收敛性。该方法在时间和空间两个方向上都能实现高阶收敛,计算速度相对较快。通过数值算例对理论分析结果进行了验证,验证了该方法的有效性。
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引用次数: 0
Numerical solution and error estimation of Tikhonov regularization method for an annular inverse electrocardiography problem 环形心电图逆问题的Tikhonov正则化方法的数值解及误差估计
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-09 DOI: 10.1016/j.cam.2025.117245
Yu Shen, Xiangtuan Xiong
The electrophysiological process of catheter ablation for ventricular fibrillation treatment can be mathematically modeled as a Cauchy problem for the Laplace equation in an annular region, where boundary conditions are prescribed on the inner circumference. The potential and current density data are specified on the inner boundary, while our goal is to compute the potential on the outer boundary. This inverse boundary value problem is well-known in inverse problems for its severe ill-posedness, exhibiting extreme sensitivity to initial conditions and measurement noise. In this paper, we establish an a priori bound by constructing a periodic Sobolev space and derive Hölder-type error estimates for the approximate solution obtained through Tikhonov regularization at the outer boundary. According to the general regularization theory, this estimation is of order optimum. Furthermore, the numerical realization of this problem is discussed from two different perspectives: the Fourier expression obtained by singular value method and the matrix discretization. Simultaneously, representative numerical examples are provided, demonstrating the effectiveness of the method and superior performance through comparative results.
导管消融治疗心室颤动的电生理过程可以数学建模为环形区域内拉普拉斯方程的柯西问题,在环形区域内圆周上规定了边界条件。电势和电流密度数据在内边界指定,而我们的目标是计算外边界的电势。该反边值问题在反问题中以其严重的病态性而闻名,对初始条件和测量噪声表现出极端的敏感性。本文通过构造周期Sobolev空间建立了一个先验界,并推导了在外边界处通过Tikhonov正则化得到的近似解的Hölder-type误差估计。根据一般正则化理论,该估计是阶最优的。并从奇异值法的傅里叶表达式和矩阵离散化两个不同的角度讨论了该问题的数值实现。同时,给出了具有代表性的数值算例,通过对比结果验证了该方法的有效性和优越的性能。
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引用次数: 0
The turnpike control in stochastic multi-agent dynamics: A discrete-time approach with exponential integrators 随机多智能体动力学中的收费公路控制:一个具有指数积分器的离散时间方法
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-06 DOI: 10.1016/j.cam.2025.117239
Fabio Cassini , Chiara Segala
In this manuscript, we study the turnpike property in stochastic discrete-time optimal control problems for interacting agents. Extending previous deterministic results, we show that the turnpike property persists in the presence of noise under suitable dissipativity and controllability conditions. To handle the possible stiffness in the system dynamics, we employ for the time discretization integrators of exponential type. Numerical experiments validate our findings, demonstrating the advantages of exponential integrators over standard explicit schemes and confirming the effectiveness of the turnpike control even in the stochastic setting.
在本文中,我们研究了相互作用主体的随机离散最优控制问题的收费公路性质。扩展了先前的确定性结果,我们证明了在适当的耗散性和可控性条件下,在存在噪声的情况下收费公路性质仍然存在。为了处理系统动力学中可能出现的刚度,我们采用指数型时间离散积分器。数值实验验证了我们的发现,证明了指数积分比标准显式方案的优势,并证实了即使在随机设置中收费公路控制的有效性。
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引用次数: 0
Reliability assessment of heterogeneous Dagum-distributed multi-component stress-strength systems under adaptive hybrid progressive censoring 自适应混合渐进滤波条件下非均质分布多组分应力强度系统的可靠性评估
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-06 DOI: 10.1016/j.cam.2025.117238
Akram Kohansal , Reza Pakyari
This paper develops comprehensive inference procedures for multi-component stress-strength reliability models with heterogeneous Dagum-distributed component strengths under adaptive hybrid progressive censoring (AHPC). We propose both classical and Bayesian estimation strategies, including maximum likelihood estimators (MLEs), asymptotic confidence intervals, approximate Bayesian estimators, and highest posterior density (HPD) credible intervals. A Markov chain Monte Carlo (MCMC) framework combined with Gibbs sampling is employed to handle complex posterior distributions efficiently. The methodology is validated through simulation studies and real-world data analysis, demonstrating the model’s flexibility in capturing heavy-tailed lifetime behavior and providing actionable insights for reliability planning, component selection, and preventive maintenance scheduling. The results highlight that incorporating AHPC schemes leads to improved estimation accuracy and practical adaptability in reliability engineering.
本文开发了自适应混合渐进删减(AHPC)下具有非均匀dagum分布构件强度的多构件应力-强度可靠性模型的综合推理方法。我们提出了经典和贝叶斯估计策略,包括极大似然估计(MLEs)、渐近置信区间、近似贝叶斯估计和最高后验密度(HPD)可信区间。采用马尔可夫链蒙特卡罗(MCMC)框架结合Gibbs抽样有效地处理复杂后验分布。通过仿真研究和实际数据分析验证了该方法,证明了该模型在捕获重尾寿命行为方面的灵活性,并为可靠性规划、组件选择和预防性维护计划提供了可操作的见解。结果表明,采用AHPC方案可以提高可靠性工程中的估计精度和实际适应性。
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引用次数: 0
Cubic spline functions revisited 再次讨论三次样条函数
IF 2.6 2区 数学 Q1 MATHEMATICS, APPLIED Pub Date : 2025-12-04 DOI: 10.1016/j.cam.2025.117240
Florian Jarre
In this paper a fourth order asymptotically optimal error bound for a new cubic interpolating spline function, denoted by Q-spline, is derived for the case that only function values at given points are used but not any derivative information. The bound seems to be stronger than earlier error bounds for cubic spline interpolation in such setting such as the not-a-knot spline. A brief analysis of the conditioning of the end conditions of cubic spline interpolation leads to a modification of the not-a-knot spline, and some numerical examples suggest that the interpolation error of this revised not-a-knot spline generally is comparable to the near optimal Q-spline and lower than for the not-a-knot spline when the mesh size is small.
在只使用给定点上的函数值而不使用任何导数信息的情况下,导出了用q样条表示的三次插值样条函数的四阶渐近最优误差界。在非结样条等情况下,该边界似乎比以前三次样条插值的误差边界更强。对三次样条插值的末端条件进行了简单的分析,并对非A结样条进行了修正,数值算例表明,修正后的非A结样条的插值误差一般可与近最优q样条相比较,且在网格尺寸较小时低于非A结样条的插值误差。
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引用次数: 0
期刊
Journal of Computational and Applied Mathematics
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