Automatic Detection of Epilepsy and Seizure Using Multiclass Sparse Extreme Learning Machine Classification

Algorithm 1

Pseudocode of the binary SELM algorithm.

Initial step: , , , ().

Loop

Step : Obtain the minimum of , and the index of the

updated Lagrange multiplier is

.

Step : Update Lagrange multiplier , clip to .

Step : Update , , and ().

End loop (if ).

Final step: Save Lagrange multipliers into classifier model.