Title :
Speaker identification and verification via singular value decomposition of speech parameters
Author :
Gopalan, K. ; Mahil, S.S.
Author_Institution :
Dept. of Eng., Purdue Univ., Hammond, IN, USA
Abstract :
A method of matching a set of speech parameters for identifying and verifying speakers using singular value decomposition is presented. The set of stored reference parameters yielding the largest ratio of singular values when mapped with the parameters of the utterance of an unknown speaker is considered closest to the unknown. An average identification score of 80% was observed on a small set of test utterances using short-time energy and zero-crossing rate with a fixed number of segments
Keywords :
speech analysis and processing; speech recognition; identification score; short-time energy; singular value decomposition; speaker identification; speaker verification; speech parameters; stored reference parameters; utterance singular values; zero-crossing rate; Bandwidth; Encoding; Estimation; Low pass filters; Principal component analysis; Sampling methods; Singular value decomposition; Speech analysis; Speech recognition; Testing;
Conference_Titel :
Circuits and Systems, 1990., Proceedings of the 33rd Midwest Symposium on
Conference_Location :
Calgary, Alta.
Print_ISBN :
0-7803-0081-5
DOI :
10.1109/MWSCAS.1990.140822