I am diving into the potential minefield that is learning regularization and renormalization, and I am currently lost on dimensional regularization. I understand the intuitive idea using dimension as a complex parameter, and finding open sets where relevant integrals are defined, and then analytically continuing them to the real line, with poles emerging along the integers, explaining various divergences. However, I am not happy with that explanation, since it does not make mathematical sense, so far as I know, to integrate over some "2.5-dimensional" space, except if one wants to talk about fractals and Hausdorff measure integrations.
However, I have found two, or possibly three, more mathematically rigorous explanations, and I am lost on if they are the same explanations, or if they're distinct.
The first is in John Collins' Renormalization: An Introduction. It is done by working over an infinite-dimensional space, and finding relevant finite-dimensional subspaces to integrate over. This makes enough sense to me, especially since some work goes into showing the independence of results from the choice of subspaces.
However, I only found that after first finding Quantum Fields and Strings: A Course for Mathematicians and, in particular, Eqn. (9):
$$I_{D}^{E}(f) = \int_{S^{2} E^{*}} \rho_{D}^{E}(A) f(A) \mathrm{d} A $$
where $S^{2} E^{*}$ is the space of symmetric bilinear forms on a vector space $E$ with dimension $N$, $f \in \mathcal{S}\big( S^{2} E^{*} \big)$ is a complex-valued Schwartz function on $S^{2} E^{*}$, $D$ is such that $\Re(D) > N - 1$, and $\rho_{D}^{E}$ is a function on $S^{2} E^{*}$ defined as:
$$\rho_{D}^{E}(A) = \pi^{N D/2} \Gamma_{N} (D/2)^{-1} (\det(A))^{(D - N - 1)/2}$$
This is given as the definition of the $D$-dimensional integral, followed by Proposition 5 on page 599, reiterated here:
Proposition 5: Let $D \geq 0$ be a nonnegative integer, and $V$ be a vector space of dimension $D$, with a positive definite symmetric bilinear form $\beta$. Then for any $f ∈ \mathcal{S}\big( S^{2} E^{*} \big)$ one has
$$I_{D}^{E}(f) = \int_{\mathrm{Hom}(E, V)} f\big( x^{*}(β)\big) \mathrm{d} x$$
where $x^{*}(β)$ denotes the inverse image of $\beta$ under $x$ (a nonnegative symmetric bilinear form on $E$).
It is not clear to me if this is a more explicit formulation of Collins' basic idea.
However, one additional wrinkle is thrown in when considering Connes-Kreimer Renormalization theory. This post claims that Connes-Kreimer Renormalization theory 'makes mathematical sense out of dimensional regularization." However, looking at the arXiv article, and especially the top of page 25, it only seems to use dimensional regularization as formulated as Collins, not place it on a more foundational footing.
Thus, with all that context out of the way, let me state my questions.
Is John Collins' formulation formulation of dimensional regularization what people usually mean by it, even if only implicitly, since most probably don't try to dive to the rigorous heart of the idea.
Is the second formulation given in terms of bilinear forms the same formulation, an equivalent one, or something different one entirely?
Does Connes-Kreimer Renormalization provide yet another formulation, or does it just use Collins' work?