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Jan 10, 2021 at 0:51 comment added Mateusz Kwaśnicki The symbol $E[X|Y]$ has a well-established different meaning: it is a random variable. Existence of the function $f$ is a consequence of the Doob–Dynkin lemma. It has a Wikipedia page with some references, see also this MO question for further discussion. (Apparently this is a homework problem at Cornell.)
Jan 9, 2021 at 18:57 comment added timudk Also, could you point me to a proof about the existence of such a function if $Y$ is real-valued?
Jan 9, 2021 at 14:42 comment added timudk Oh that helps a lot; one question though: why would one not write $E[X | Y](y)$ just like we write $\sin(x)$?
Jan 8, 2021 at 20:26 history edited Carlo Beenakker CC BY-SA 4.0
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Jan 8, 2021 at 20:12 comment added Mateusz Kwaśnicki What I want to say is that $E[X|Y=y]$ defines a function of $y$ (or, more precisely, it is an expression that defines a function of the free variable $y$, up to equality almost everywhere with respect to the distribution of $Y$). For a fixed $y$, this is typically not well-defined. Note that in a similar way, one commonly writes e.g. $\sin x$ for a function of $x$ rather than the value for a particular $x$. Just a useful short-hand notation.
Jan 8, 2021 at 17:57 comment added timudk Are you saying that the value $y \in \mathbb{R}$ is irrelevant?
Jan 8, 2021 at 14:37 comment added Mateusz Kwaśnicki This usually denotes a measurable function $f$ such that $E[X|Y] = f(Y)$. (Under the usual conditions — in particular if $Y$ is real-valued — such a function always exists, and it is defined up to a set of zero measure with respect to the distribution of $Y$.)
Jan 8, 2021 at 14:07 history asked timudk CC BY-SA 4.0