Title :
Fast automatic speech recognition training with phoneme coverage balancing and late speaker prototype selection
Author :
Sas, Jerzy ; Hnatkowska, Bogumila
Author_Institution :
Inst. of Inf., Wroclaw Univ. of Technol., Wroclaw, Poland
Abstract :
The novel approach to speaker adaptation within speech recognition system basing on late clustering of prototype speakers is presented. For a new speaker the speaker prototype is created dynamically on the basis of selected remembered prototypes that are similar enough to the new one. The training utterances are prepared in an optimized way to decrease training duration without negative influence on recognition accuracy.
Keywords :
speech processing; speech recognition; fast automatic speech recognition training; late speaker prototype selection; phoneme coverage balancing; prototype speakers late clustering; Automatic speech recognition; Informatics; Prototypes; acoustic models; clustering; speaker adaptation; speech recognition system; supervised adaptation;
Conference_Titel :
Computer Science and Information Technology, 2009. IMCSIT '09. International Multiconference on
Conference_Location :
Mragowo
Print_ISBN :
978-1-4244-5314-6
DOI :
10.1109/IMCSIT.2009.5352805