Mathematical Problems in Engineering / 2010 / Article / Tab 11

Research Article

Stacked Heterogeneous Neural Networks for Time Series Forecasting

Table 11

Comparative performance of the proposed model with other forecasting models.

Time seriesMSE of the stacked neural network with a window size of 5MSE of the stacked neural network with a window size of 10MSE of the best SAS modelName of the best SAS model

Sunspots131.86596.085549.21Simple exponential smoothing
Lynx401,015.90066,426.519 1,410,768Simple exponential smoothing
Ozone0.7040.2011.079Simple exponential smoothing
UK Industrial Production0.9880.8621.339Log random walk with drift
Super-Exponential Growth1.5931.0471.59×10-5Double exponential smoothing

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