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Memorias de investigación
Ponencias en congresos:
Prediction models of mining assets from time series techniques
Año:2014
Áreas de investigación
  • Plan de financiación,
  • Economía internacional
Datos
Descripción
We investigate on trend-following trading strategies over a time series data of mining equities. These strategies are widely used in the investment world. We provide a set of sufficient conditions that determine the optimality of the traditional trend-following strategies when the trends are completely observable. The main driver of trend-following rules? profitability is return persistence, which in turn, is negatively related to market development. Nevertheless, the investors are always interested in forecasting future values. In this sense, the time series adjusted close diary data between January 2006 and November 2013 for 23 different mining equities have been analyzed with the aim of fit some forecasting model that allows estimate future values. Function autocorrelation is employed to analyze trends and other possible data periodicities. We use ARIMA models to predict type or exponential smoothing as serial or no correlation exists. The estimate is based on daily data from January 2006 to September 2013. The models are validated by obtaining predictions for the observed period through analysis of errors. For these data exponential smoothing models are more suitable for forecasting the ARIMA type, since trends or changes in the means of the observed values, are stabilized by taking differences, and no residual homoscedasticity is achieved. Despite being well known for its simplicity and accessibility models provide sufficiently reliable estimates for the future value data analyzed.
Internacional
Si
Nombre congreso
ITISE 2014 International Work-Conference on Time Series Analysis
Tipo de participación
960
Lugar del congreso
Granada
Revisores
Si
ISBN o ISSN
978-84-15814-97-9
DOI
Fecha inicio congreso
25/06/2014
Fecha fin congreso
27/06/2014
Desde la página
1316
Hasta la página
1316
Título de las actas
Proceedings ITISE 2014 International Work-Conference on Time Series Analysis
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: Jose Luis Casado Sanchez (UPM)
  • Autor: Concepcion Gonzalez Garcia (UPM)
  • Autor: Carmen Ruizazcárate Varela (Universidad Politécnica de Madrid)
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Tecnologías y Métodos para la Gestión Sostenible
  • Departamento: Ingeniería y Gestión Forestal y Ambiental
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