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. 2020 Dec 29;23(1):37. doi: 10.3390/e23010037

Figure 2.

Figure 2

SVR results with different scale of Gaussian kernel σ = 0.5, 0.05, 0.005, 0.0005. A large kernel provides smooth regression, but cannot reconstruct the details. A small kernel overfits, is unable to generalize, and can be sensitive to noise.