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...
- 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