1. A method of normalizing a speech feature vector, the method comprising: dividing a variable section of the speech feature vector into a predetermined number of sections; calculating a probability distribution function corresponding to each of the divided sections; and normalizing a histogram using a backward cumulative distribution function which cumulates the probability distribution function in an order from a greatest to a smallest value.