The Generalization Complexity Measure for Continuous Input Data

Figure 1

A comparison of the continuous and discrete versions of the first-order term generalization complexities for the 𝐷=1 and 𝐷=2 set of functions from (15) using 𝑁=100. The discrete GC 𝐶₁ is computed over a grid with spacing ℎ and so the continuous input complexity 𝐶^′₁ is plotted multiplied by ℎ.

(a)

(b)