For a positive random variable $X$, show that $ \mathbb{E}(X) = \int_{0}^{\infty} \mathbb{P}(X > t ) \ dt $.
This question has been asked before, and a solution is given here: Integral of CDF equals expected value
However, the proof implicitly uses Fubini's theory for product measures, and I'm looking for a more elementary proof using, say, either the monotone convergence theorem, Fatou's lemma, or dominated convergence. My approach so far has been to try to show that the lim inf and lim sup of "failed" sequences is equal to both sides.