The biometric speaker identification apparatus eliminates templates by clustering {TAIL ~ the probe match scores} using a k means clustering process, for example, and selecting {HEAD ~ templates} that correspond to clusters having top M probe match scores 
The biometric speaker identification apparatus eliminates templates by clustering { TAIL ~ the probe match scores } using a k means clustering process , for example , and selecting { HEAD ~ templates } that correspond to clusters having top M probe match scores
OTH OTH OTH OTH OTH OTH OTH OTH OTH TAIL TAIL TAIL TAIL TAIL TAIL TAIL TAIL OTH OTH OTH OTH OTH OTH OTH OTH OTH OTH OTH OTH HEAD HEAD HEAD HEAD HEAD OTH OTH OTH OTH OTH OTH OTH OTH OTH OTH