An information processing system includes a synthesis processor configured to input a piece of sound source data representative of a sound source, style data representative of a performance style, and a piece of synthesis data representative of sounding conditions into a synthesis model generated by machine learning, and generate, using the synthesis model, feature data representative of acoustic features of a target sound of the sound source to be generated in the performance style and according to the sounding conditions.