Research Article

Pruning Multilayered ELM Using Cholesky Factorization and Givens Rotation Transformation

Table 3

The best testing accuracy that the algorithms ELM, MELM, P-ELM, P-MELM, ELM-AE, and SELM can achieve.

DatasetsBest testing accuracy (%)
ELMMELMP-ELMP-MELMELM-AESELM

Diabetic Retinopathy Debrecen63.6665.9767.5968.7568.0666.20
Image segmentation75.0875.8981.3183.0482.493.0
Coal spectral data89.9189.9191.6092.2491.6067.23