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ArticleNeural networks performance in exchange rate prediction

Svitlana Galeshchuk2015

Article2015

Neural networks performance in exchange rate prediction

Svitlana Galeshchuk

160 citations·0/0 files stored·Neurocomputing

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Stock Market Forecasting Methods Neural Networks and Applications Forecasting Techniques and Applications

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References

1983Empirical exchange rate models of the seventies 2011Using artificial neural network models in stock market index prediction 1982The Out-of-Sample Failure of Empirical Exchange Rate Models: Sampling Error or Misspecification?2003Neural network techniques for financial performance prediction: integrating fundamental and technical analysis 1999Linear, non-linear and essential foreign exchange rate prediction with simple technical trading rules 1997Forecasting economic time series using flexible versus fixed specification and linear versus nonlinear econometric models

Cited by

2018Hybrid Variational Mode Decomposition and evolutionary robust kernel extreme learning machine for stock price and movement prediction on daily basis 2020Foreign exchange currency rate prediction using a GRU-LSTM hybrid network 2021Deep learning-based exchange rate prediction during the COVID-19 pandemic 2017Financial time series prediction using hybrids of chaos theory, multi-layer perceptron and multi-objective evolutionary algorithms 2018Benchmark dataset for mid‐price forecasting of limit order book data with machine learning methods 2019Mixture of Activation Functions With Extended Min-Max Normalization for Forex Market Prediction

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2019An Intelligent Event-Sentiment-Based Daily Foreign Exchange Rate Forecasting Systemarticle · 4 shared references 2003Inference on Predictability of Foreign Exchange Rates via Generalized Spectrum and Nonlinear Time Series Modelsarticle · 3 shared references 2006Forecasting exchange rates: A robust regression approacharticle · 3 shared references 2019Using Artificial Neural Networks to forecast Exchange Rate, including VAR‐VECM residual analysis and prediction linear combinationarticle · 3 shared references 2008Testing Forecast Accuracy of Foreign Exchange Rates: Predictions from Feed Forward and Various Recurrent Neural Network Architecturesarticle · 3 shared references 1990Charts, Noise and Fundamentals in the London Foreign Exchange Marketarticle · 2 shared references

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Year2015

Typearticle

Published2015-08-06

VenueNeurocomputing

ISSN-L0925-2312

Languageen

Citations160

Files0 public / 0

ShelfStock Market Forecasting Methods

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doi10.1016/j.neucom.2015.03.100

openalex_workW1069790386

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2020Using Deep Learning for price prediction by exploiting stationary limit order book features

2020A new ensemble deep learning approach for exchange rates forecasting and trading