Research Article

Adaptive Online Sequential ELM for Concept Drift Tackling

Table 6

Testing accuracy in Cohen’s kappa (kappa error) in % AOS-ELM MNIST for different and .

Scenario

VD200095.92 (0.21)96.37 (0.20)96.83 (0.18)96.89 (0.18)
66693.10 (0.27)95.18 (0.23)96.18 (0.20)95.60 (0.22)
71393.30 (0.26)95.31 (0.22)96.28 (0.20)96.09 (0.20)

RD200094.71 (0.24)94.93 (0.23)95.39 (0.22)95.42 (0.22)
63091.3 (0.30)91.67 (0.29)93.61 (0.26)94.04 (0.25)
71391.71 (0.29)92.70 (0.28)93.82 (0.25)94.23 (0.25)