Research Article

Data-Driven Decision-Support System for Speaker Identification Using E-Vector System

Table 6

Comparison of Avg. micro-F1and Std. Dev. micro-F1 SD of multiple-utterance identification.

Micro-F1Different models
GMMHMM
E-vectorMFCCHDCCE-vectorMFCCHDCC

Avg.↑0.9820.9780.862↑0.9350.9240.879
Std. Dev.↓0.0180.0230.139↓0.039↓0.0390.090

Different corpus databases
TIMITLibriSpeech
E-vectorMFCCHDCCE-vectorMFCCHDCC

Avg.↑0.9360.9300.771↑0.9820.9720.971
Std. Dev.↓0.0350.0370.071↓0.0250.0340.029