Research Article

The Generalization Complexity Measure for Continuous Input Data

Figure 4

The model constructed for input dimensions and its application to estimate an adequate size neural network for three test benchmark functions. The continuous line represents the model estimated from a set of trigonometric functions of variable complexity and the blue dashed line indicates the size estimated by the model (using the -axis values), while the red dashed line is the best size obtained from exhaustive numerical simulations.
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