We deal with several classes of functions, such as, completely monotonic functions, absolutely monotonic functions, logarithmically completely monotonic functions, Stieltjes functions, and Bernstein functions. We give several interesting relations among theses classes of functions as well as various examples and applications. We show that several special functions belong to the aforementioned classes. We give a survey of recent results in this area and provide new proofs as well as additional remarks and comments.