Network type

Average convergence

speed (epochs/sec)

Nonlinear PCA (hierarchical and symmetrical)

0.722

Linear PCA (GHA and Oja subspace)

0.703

Variance maximization (robust hierarchical and symmetrical)

0.696

Approximate algorithm (robust hierarchical and symmetrical)

0.455

Error minimization (robust hierarchical and symmetrical)

0.382