2005 · 18 citations · 4 references
BusinessEconomicsFinanceFinancial EconomicsFinancial MarketsForecastingFinancial ForecastingForecasting MethodsForeign Exchange MarketsTime Series ForecastingTime Series PredictionTrading StrategiesCurrency ForecastingFinancial Time Series ForecastingForecasting SystemsMachine Learning-based Price ForecastingNeural ForecastingNeural Time Series ForecastingPredictive Price ModelingReturns Forecasting
The forecasting of the financial markets is an area of active research. Several methods have been studied with the aim of predicting future prices of financial instruments. In this paper, the use of technical analysis in forecasting and trading in the foreign exchange market is examined. Specifically, the application of neural networks in predicting future values of the US Dollar vs. British Pound is discussed. These predictions have been utilized in trading strategies and the returns obtained compared with those obtained using traditional technical indicators. The results show that neural networks are capable of predicting exchange rates with low values of mean square error. However, due to the high degree of complexity of the time series, it was not possible to obtain accurate enough predictions so as to generate consistent profits while trading.
4
Currency exchange rate prediction and neural network design strategies
A.N. Refenes, M. Azema-Barac, Lehua Chen et al. · Neural Computing and Applications · 1993 · 136 citations
Neural net architectures for temporal sequence processing
Michael C. Mozer · 2007 · 96 citations