Abstract: A number of scientific experiments, engineering tests and expert systems involve a class of problems:how can the Boolean functions be identified from finite random observations,so that the Boolean functions can best represent the relationships in a set of observations? Some approaches to this problems are given in this paper.

Key words: functional regression, monotone function, formulaic regression, maximum likehood estimation