Landmark Detection using Support Vector Machines(SvMs) False Acceptance vS. False Rejection Errors timit per 10ms frame SVMStop release Detector: Half the Error of an HMM LINEAR (1) Delta-Energy(“Deri”): 0.25 Equal Error Rate=0.2 (2)HMM(*):False Rejection Error=0.3% (3) LinearSVM: SVM EER=0.15% 035 0.45 False Re jection (4) Radial Basis Function SVM: Equal Error rate=0.13% Niyogi burges, 1999, 2002Landmark Detection using Support Vector Machines (SVMs) False Acceptance vs. False Rejection Errors, TIMIT, per 10ms frame SVM Stop Release Detector: Half the Error of an HMM (3) Linear SVM: EER = 0.15% (4) Radial Basis Function SVM: Equal Error Rate=0.13% Niyogi & Burges, 1999, 2002 (1) Delta-Energy (“Deriv”): Equal Error Rate = 0.2% (2) HMM (*): False Rejection Error=0.3%