Brownian bridge and other path-dependent Gaussian processes vectorial simulation
Data(s) |
25/02/2016
25/02/2016
2015
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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 |