This paper gives a tutorial review of the linear prediction method in its application to acoustical analysis of sampled speech. The paper explains how the formant frequencies and the fundamental frequency can be estimated from sampled speech waves by the use of linear prediction. Advantages and disadvantages of the method are discussed together with the problems in estimating the above parameters. Application examples are also given.