Figure 1: The reconstruction errors (averaged across 10 subjects and 100 natural tasks) for all dimensionality reduction methods using up to 10 synergies are shown. The reconstruction errors using synergies derived from PCA were less than those by other nonlinear methods. The performance of nonlinear methods SaM and SPE was close to PCA.