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Table 20 Summary of all experiments conducted on the main data set

From: Forecasting directional movement of Forex data using LSTM with technical and macroeconomic indicators

 

One day ahead

Three days ahead

Five days ahead

Profit_accuracy (%)

# of transactions (%)

Profit_accuracy (%)

# of transactions (%)

Profit_accuracy (%)

# of transactions (%)

ME_LSTM

50.16

74.90

50.56

90.54

45.08

97.11

TI_LSTM

51.43

72.29

47.49

66.26

45.11

72.29

ME_TI_LSTM

49.89

77.50

43.22

85.60

44.56

63.22

Hybrid LSTM

73.09

37.86

68.31

42.57

79.42

40.68