Theorem $4$ of this blog entry of Terrence Tao states the following:
Let
- $X$ be a compact metric space, $\mathcal X$ its Borel $\sigma$-algebra, and $\mu$ a Borel probability measure on $X$.
- $(Y, \mathcal Y)$ a measurable space, $\pi:X\to Y$ a measurable map, and $\nu := f_\sharp \mu$.
Then there is a collection $(\mu_y)_{y\in Y}$ of Borel probability measures on $X$, such that $$ \int_X f\cdot (g\circ \pi) \mathrm d\mu = \int_Y \left(\int_X f\mathrm d\mu_y\right)g(y)\mathrm d\nu(y) $$ for all bounded measurable maps $f:X\to \mathbb C$ and $g:Y\to \mathbb C$. For $\nu$-a.e. $y \in Y$, we have $$ g\circ \pi=g(y) \quad \mu_y\text{-a.e.} $$
Proof: We have the pullback map $$ \pi^\sharp:L^2(Y, \mathcal Y, \nu)\to L^2(X, \mathcal X, \mu), g \mapsto g \circ \pi. $$
We take its adjoint $\pi_\sharp:L^2(X, \mathcal X, \mu)\to L^2(Y, \mathcal Y, \nu)$, and have the duality $$ \int_X f(\pi^\sharp g) \mathrm d \mu = \int_Y\left(\pi_{\sharp} f\right) g \mathrm d \nu \quad \forall f \in L^2(X, \mathcal X, \mu), \forall g \in L^2(Y, \mathcal Y, \nu). $$
From duality that, we have $\|\pi_\sharp f\|_{L^\infty(Y)}\le \|f\|_\infty$ for all $f\in C(X)$. Since $C(X)$ is separable, we find a measurable representative $\tilde{\pi}_{\sharp} f$ of $\pi_{\sharp} f$ to every $f \in C(X)$ which varies linearly with $f$, and is such that $|\tilde{\pi}_{\sharp} f(y)| \le \|f\|_{\infty}$ for all $y$ outside of a set $E$ of $\nu$-measure zero and for all $f \in C(X)$.
So basically, from the separability of $C(X)$, the author constructed a $\nu$-null set $E \in \mathcal Y$ and a collection $\{\tilde{\pi}_{\sharp} f \mid f \in C(X)\}$ such that
- $\tilde{\pi}_{\sharp}$ is a representative of $\pi_{\sharp} f$.
- For each $y \in Y \setminus E$, the map $$ L_y:C(X) \to \mathbb C, f \mapsto \tilde{\pi}_{\sharp} f(y) $$ is linear.
- For each $y \in Y \setminus E$, $$ |L_y(f)| \le \|f\|_{\infty} \quad \forall f \in C(X). $$
Can somebody explain how to construct $E$ and pick $\{\tilde{\pi}_{\sharp} f \mid f \in C(X)\}$?
Thank you so much for your help!