1. Method for operating a hearing device ( 1 ), said method including the extraction, during an extraction phase, of characteristic features from an acoustic signal captured by at least one microphone ( 2 a, 2 b ), and the processing, during an identification phase and with the aid of Hidden Markov Models, of said characteristic features especially for the determination of a transient acoustic scene or of sounds and/or for voice and word recognition.