Essays about: "Euler-Maruyama"

Showing result 1 - 5 of 8 essays containing the word Euler-Maruyama.

  1. 1. Exploring backward stochastic differential equations and deep learning for high-dimensional partial differential equations and European option pricing

    University essay from Mälardalens universitet/Akademin för utbildning, kultur och kommunikation

    Author : Jonathan Leung; [2023]
    Keywords : Backward Stochastic Differential Equations; Semilinear Parabolic Partial Differential Equations; Artificial Neural Networks; Nonlinear Option Pricing; Black-Scholes; Nonlinear Feynman-Kac; Euler-Maruyama;

    Abstract : Many phenomena in our world can be described as differential equations in high dimensions. However, they are notoriously challenging to solve numerically due to the exponential growth in computational cost with increasing dimensions. READ MORE

  2. 2. Stochastic Runge–Kutta Lawson Schemes for European and Asian Call Options Under the Heston Model

    University essay from Mälardalens universitet/Akademin för utbildning, kultur och kommunikation

    Author : Nicolas Kuiper; Martin Westberg; [2023]
    Keywords : Runge–Kutta Lawson scheme; Heston model; Black–Scholes model; Stochastic Differential Equation; Euler–Maruyama scheme; Midpoint scheme; Monte Carlo; European Options; Asian Options; Option pricing.;

    Abstract : This thesis investigated Stochastic Runge–Kutta Lawson (SRKL) schemes and their application to the Heston model. Two distinct SRKL discretization methods were used to simulate a single asset’s dynamics under the Heston model, notably the Euler–Maruyama and Midpoint schemes. READ MORE

  3. 3. Pricing Put Options with Multilevel Monte Carlo Simulation

    University essay from Mälardalens högskola/Akademin för utbildning, kultur och kommunikation

    Author : Jonathan Schöön; [2021]
    Keywords : Multilevel Monte Carlo Simulation”; ”European Put Option Pricing” ”Stochastic Differential Equations;

    Abstract : Monte Carlo path simulations are common in mathematical and computational finance as a way of estimating the expected values of a quantity such as a European put option, which is functional to the solution of a stochastic differential equation (SDE). The computational complexity of the standard Monte Carlo (MC) method grows quite large quickly, so in this thesis we focus on the Multilevel Monte Carlo (MLMC) method by Giles, which uses multigrid ideas to reduce the computational complexity. READ MORE

  4. 4. Transport of non-spherical particles in pipeflow with suction

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Emil Wångby; [2020]
    Keywords : Brownian motion; Non-spherical particles; Pipe flow;

    Abstract : The interest of how small non-spherical particles transport behaviour when transported in pipe-flow is of large interest in a variety applications. This kind of theory have been used when studying composite manufacturing and how particles behaves in the human lungs. READ MORE

  5. 5. Analytic Approximation of Transition Probabilities

    University essay from Lunds universitet/Matematisk statistik

    Author : Jonathan Foley; [2020]
    Keywords : Transition Probability; Markov Process; Stochastic Process; Euler Method; Mathematics and Statistics;

    Abstract : A transition probability is essentially a likelihood of ’something random’ transitioning from one state of being to another. Though, more formally, for all intents and purposes, the ’something random’ is a sequence of random events, which is a stochastic process. There are many stochastic processes that are valuable to understand. READ MORE