Brownian bridge and other path-dependent Gaussian processes vectorial simulation


Autoria(s): Sousa, João Beleza e; Esquivel, M. L.; Gaspar, R. M.
Data(s)

25/02/2016

25/02/2016

2015

Resumo

The iterative simulation of the Brownian bridge is well known. In this article, we present a vectorial simulation alternative based on Gaussian processes for machine learning regression that is suitable for interpreted programming languages implementations. We extend the vectorial simulation of path-dependent trajectories to other Gaussian processes, namely, sequences of Brownian bridges, geometric Brownian motion, fractional Brownian motion, and Ornstein-Ulenbeck mean reversion process.

Identificador

SOUSA, João Beleza e; ESQUIVEL, M. L.2; GASPAR, R. M. - Brownian bridge and other path-dependent Gaussian processes vectorial simulation. Communications in Statistics-Simulation and Computation. ISSN. 0361-0918. Vol. 44, Nr. 10, SI, (2015), 2608-2621

0361-0918

1532-4141

http://hdl.handle.net/10400.21/5741

10.1080/03610918.2014.901352

Idioma(s)

eng

Publicador

Taylor & Francis INC

Relação

SI;

http://www.tandfonline.com/doi/abs/10.1080/03610918.2014.901352

Direitos

closedAccess

Palavras-Chave #Brownian bridge #Gaussian processes for machine learning regression #Path-dependent Gaussian processes #Vectorial simulation
Tipo

article