EEG signals decomposed using Wavelet Packet Analysis, followed by computation of various statistical & Non-statistical properties to extract features. Biogeography based optimization is employed for selection of relevant features. The Habitat Suitability Index (HSI) values for each island in every population are computed by Twine Support Vector Machine. The Seizure detection rate for different classification instances achieved is 100%.