Measure
Calculation
Coefficient of determination (R2)
R 2 = 1 − 1 N ∑ i = 1 N ( Y i − Y ¯ ) 2 1 N ∑ i = 1 N ( y i − y ¯ ) 2
Root mean square error (RMSE)
RMSE = 1 N ∑ i = 1 N ( Y i − y i ) 2
Mean absolute error (MAE)
MAE = 1 N ∑ i = 1 N a b s ( Y i − y i )
Root mean absolute error (RMAE)
RMAE = 100 ⋅ MAE y ¯
Coefficient of efficiency (E)
E ( % ) = 1 − ∑ i = 1 N ( Y i − y i ) 2 ∑ i = 1 N ( y i − y ¯ ) 2