1. A method of performing speech processing, the method comprising: repeatedly determining parameters of a background model based on sampled information collected at a periodic time interval during a received voice request from a speaker; determining parameters of a transducer model; and adapting a speech recognition model based on user-specific transformations corresponding to a determined identity of the speaker and on at least one of the background model or the transducer model.