For both data sets we computed the two-dimensional embedding from the native three-dimensional space by setting k = 20. The projections obtained by L-IsomapSC are depicted in Fig. 1. As we may observe the mapping learnt by L-IsomapSC on a very small number of landmarks faithfully corresponded to the structure of the manifold in the three-dimensional space