ENThis paper analyses problems of voice command recognition based on discrimination of syllables. Largest market potential has voice dialogue systems oriented to the telecommunication applications. Often speech recognition decision should be performed using only acoustic data. Modern CD-HMM based systems can’t guarantee good enough recognition accuracy in such systems. Possibilities and efficiency of regularized discriminant analysis approach for recognition of acoustically complex environments are shown.