But the argument from simplicity is the same as the argument from probability. The reason that a complex explanation is less probable than a simple one is because a complex explanation contains multiple parts (which is what makes it complex), and the probabilities of each of these parts multiply to produce the probability of the whole, which of course quickly makes this overall probability very small.