When I read a paper, I found that there are three different kinds of the expectation of conditional distributions. But I am really confuse about these three notation.
Can someone help me? Thanks!
$$1.E_{Y|x}[\phi(Y)]$$ $$2.E_{Y|x}[\phi(Y)|x]$$ $$3.E_{Y|X}[\phi(Y)|X]$$