Abstract: Statistical inference under order restrictions is an important area of statistical analysis and isotonic regression theory plays a key role in this field. This paper introduoes the statistical model from an example and discusses emphatically the properties and the computing algorithm of the isotonic regression. The relationship between the maximum likelihood estimate and the isotonic regression, the multiple and the general isotonic regression are also written in this papar.