1. A noise signal analysis apparatus comprising: generating means for generating a plurality of stationary noise models represented by an amplitude spectral time series following a statistical distribution with a duration of the amplitude spectral time series following another statistical distribution; and processing means for processing a noise signal as a spectral series statistically transiting between the plurality of stationary noise models.