SUPPORT VECTOR MACHINES

• Support Vector Machines (SVMs) are used for static nonlinear classification.

• SVMs are gaining popularity in the speech community as an alternate discriminative approach to HMMs.

• Notice that SVMs can model one decision region completely circumscribed by a second; LDA and PCA consider this 100% overlap.