The theory of stochastic processes has developed so much in the last two decades that the need for a systematic account of the subject has been felt, particularly by students and instructors of probability. This book features a supplement which provides a treatment of the various aspects of measure theory. A chapter on the specialized problem of prediction theory has also been included, and references to the literature and historical remarks have been collected in the appendix.