Research Article

Double-Criteria Active Learning for Multiclass Brain-Computer Interfaces

Table 5

Average running time (s) for each learning algorithm.

DatasetD-AL-ELMAL-ELMELM-EntropyPL-ELM

Liver0.91410.75310.77190.7453
Diabetes1.20311.04381.00600.9719
Wdbc1.34841.25001.28281.2234
Twonorm7.98135.30475.58754.8844
Wine0.53910.46250.46250.4391
Hayes-Roth0.51090.45160.45940.4203
Iris0.52500.44690.48560.4313
Segment3.65783.390633123.3250
Letter121.8047115.5203123.0641111.4641