High frequency exchange rate prediction using dynamic bayesian networks over the limit order book information

Abstract. This work presents a special case of a Dynamic Bayesian Networks (DBN) to capture the USD/COP market sentiment dynamics choosing from uptrend or downtrend latent regimes based on observed feature vector realizations calcu- lated from transaction prices and wavelet-transformed order book vo...

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Autores:
Sandoval Archila, Javier Hernando
Tipo de recurso:
Doctoral thesis
Fecha de publicación:
2016
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/58647
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/58647
http://bdigital.unal.edu.co/55461/
Palabra clave:
6 Tecnología (ciencias aplicadas) / Technology
62 Ingeniería y operaciones afines / Engineering
Machine Learning
Dynamic Bayesian Networks
Price Prediction
Order Book Information
Hierarchical Hidden Markov Model
Wavelet Transform
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional