A speech synthesis system stores a group of speech units in a memory, selects a plurality of speech units from the group based on prosodic information of target speech, the speech units selected corresponding to each of segments which are obtained by segmenting a phoneme string of the target speech and minimizing distortion of synthetic speech generated from the speech units selected to the target speech, generates a new speech unit corresponding to the each of the segments, by fusing the speech units selected, to obtain a plurality of new speech units corresponding to the segments respectively, and generates synthetic speech by concatenating the new speech units.