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This paper proposes a novel speaker adaptation algorithm that enables adaptation with a small amount of speech data. This algorithm consists of two blocks. One is a parameter adaptation algorithm that utilizes the information of a well-trained initial model. The other is an initial model generation algorithm that is based on speaker clustering. The former algorithm is based on two speaker adaptation...