A hybrid GMM/SVM approach to speaker identification

Abstract
This paper proposes a classification scheme that incorporatesstatistical models and support vector machines.A hybrid system which appropriately combines the advantagesof both the generative and discriminant modelparadigms is described and experimentally evaluated on atext-independent speaker recognition task in matched andmismatched training and test conditions. Our results provethat the combination is beneficial in terms of performanceand practical in terms of computation. We report...

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