please explain differences in the inner product of two functions in Hilbert and Lebesgue space

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Here are definition from wiki:

inner product for Hilbert space, two square-integrable real-valued functions $f$ and $g$ on an interval $[a, b]$ $$\langle f,g\rangle=\int^a_b f(x)g(x)dx$$

inner product for Lebesgue space, consider $L_2(\Omega, \mu)$

$$\langle f,g\rangle=\int_{\Omega} f(x)g(x)d\mu(x)$$

  1. Since $L_2$ is also Hilbert space so they should be the same, is $dx$ also a measure?

  2. They are only differences in the domain wrt different $dx$ and $d\mu(x)$, and I thought it is change of variable problem, below is my motivation for this question push-froward measure and change of variable

I am so confused about those, please help me to clarify.


Extra thoughts

From Stein's real analysis I found: $$\|f\|_{L^2(\mathbb{R}^d)}^2=\int_{\mathbb{R}^d}|f(x)|^2dx$$

$$\|f\|_{L^2(X,\mu)}^2=\int_{X}|f(x)|^2d\mu$$

I guess they are really the same?

  1. In $\mathbb{R}^d$ so the set is Riemann integrable, $dx$ itself read as already a measure. In contrast to $L^2(X,\mu)$ we need a Lebesgue measure.

If the above reasoning is correct, what guarantee $\mathbb{R}^d$ is Riemann integrable, I mean rational indication function is not Riemann integrable.

Please help me to clarify my thoughts

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From the viewpoint of Lebesgue theory, $dx$ as you are used to it is an abbreviation for $dm(x)$ where $m$ is the Lebesgue measure. Lebesgue theory also lets you integrate over other sets as long as you are considering real-, complex-, vector-, or even Banach space-valued functions on a measure space.