Split-and-Combine Singular Value Decomposition for Large-Scale Matrix

Figure 2

The relationship between errors and estimated dimension of matrix size from 500 to 4000 with step size 500. The true rank of these matrices is 50. From the bottom to top is matrix of sizes 500, 1000, 1500,…, respectively.