This paper proposes a method that a multi-fingered robot hand realize in-hand manipulation performed by a human hand using a principal component analysis (PCA) of joint angles. The numbers of dimensions calculated by the PCA and the reconstructed hand postures between human and robot hand are compared. The result showed that the number of dimensions of the robot hand closes in the number of the human hand.
