Research Article

An Incremental Optimal Weight Learning Machine of Single-Layer Neural Networks

Table 2

Comparison of average testing RMSE/accuracy and Student’s -test for the data sets between OWLM-GHNIL and EM-ELM.

Data sets OWLM-GHNIL EM-ELM-Test
RMSE/accuracyStd.RMSE/accuracyStd. value

Delta Ailerons0.05830.00580.10230.00810.003627
Delta Elevators0.08960.00630.14230.01540.025436
California Housing0.18410.00320.23210.00450.000048
Computer activity0.04670.00210.03920.00180.628794
Bank domains0.02120.00430.06110.00320.007694
COLL2091.25%0.033286.33%0.05370.000000
G50C85.31%0.055387.23%0.04630.065632
USPST(B)90.45%0.015885.21%0.05470.000000
Satimage88.15%0.036885.37%0.04460.007625