1. A warping factor estimation apparatus comprising: a label information generation unit that produces information on voice and non-voice labels; a warp model storage unit that stores a probability model representing voice and non-voice occurrence probabilities; and a warp estimation unit that calculates a warping factor in a frequency axis direction using the probability model representing voice and non-voice occurrence probabilities, the voice and non-voice labels, and a cepstrum.