Research Article

Online Manifold Regularization by Dual Ascending Procedure

Figure 5

Cumulative runtime growth curves. (a) Experiments on two moons dataset, we generate a dataset which contains 4000 examples. (b) Experiments on Isolet dataset, this dataset has a high dimension. The curves have the similar trends on different datasets. Online MR algorithms with buffering strategies and sparse representation perform better than the others on the growth rate.
838439.fig.005a
(a)
838439.fig.005b
(b)