I'm reading Bernt Oksendal's "Stochasticc Differential Equations" and got confused at the form of integration on random variables.
In chapter 2, page 9 (sixth edition) it (consider a given probability space $(\Omega, \mathscr{F}, P)$) defines the expectation of a random variables as:
If $\inf_\Omega |X(\omega)| dP(\omega) < 1$ then the number $$E[X] := \int_\Omega X(\omega) dP(\omega) = \int_{\mathbb{R}^n}x d\mu_X(x)$$ is called the expectation of $X$ (w.r.t. P).
My questions is, why the integration form is written as $\int_\Omega X(\omega) dP(\omega)$, not $\int_\Omega X(\omega) P(\omega) d\omega$? Also $\int_{\mathbb{R}^n}x d\mu_X(x)$ looks easier to understand if written as $\int_{\mathbb{R}^n}x \mu_X(x) dx$, isn't it? At least $\int f(x) dx$ is the form I learnt in Riemann integration.
I'm wondering if there's a reason of writing the integration in that way?