With the method and apparatus for reducing the noise in the speech signal, according to the present invention, the first value is a value calculated on the basis of the ratio of the input signal spectrum obtained by transform from the input speech signal to the estimated noise spectrum contained in the input signal spectrum, and sets an initial value of filter characteristics determining the noise