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This monograph presents the author's studies in music recognition aimed at developing a computer system for automatic notation of performed music. The performance of such a system is supposed to be similar to that of speech recognition systems: a coustical data at the input and musicscore printing at the output.The approach to pattern recognition employed is that of artificial perception, based on self-organizing input data in order to segregate patterns before their identificationby artificial intelligence methods. The special merit of the approach is that it finds optimal representations of datainstead of directly recognizing patterns.