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Gaussian density integrals for supplied length measures
Statement
For , suppose a countably additive measure on is supplied and satisfies No assertion about constructing these measures is made.
- If is a nondegenerate compact box and is bounded, Borel measurable and Riemann integrable, then its integral against the supplied measure equals its proper Riemann integral. Nonnegative Borel functions on the whole space are computed from increasing compact-box cutoffs by monotone convergence.
- For the supplied , every , and satisfy The signed first moment is absolutely integrable. These are density-integral statements and require no choice axiom in addition to the supplied measures.
Facts & Assumptions
Given: The supplied Borel measures and their half-open-box volumes in the Statement.
Borel sets form the sigma-algebra generated by open sets. A continuous real function is Borel measurable: its inverse images of open sets are open, and the sets whose inverse images are Borel form a sigma-algebra. The Borel sigma-algebra of a topological space
Measures are monotone; nonnegative simple integrals are finite sums of coefficients times cell measures and agree with the nonnegative integral. Measures are monotone, The integral of a nonnegative simple function, The nonnegative integral agrees with the simple integral on simple functions
Nonnegative integrals are monotone and homogeneous, and integrals are linear on absolutely integrable functions. Monotonicity and nonnegative homogeneity of the nonnegative integral, The Lebesgue integral is linear on
A bounded Riemann integrand has equal upper and lower Darboux integrals; continuous one-variable functions on compact intervals are Riemann integrable. The multidimensional Darboux and tagged-mesh definitions of the Riemann integral agree, A continuous function on is Riemann integrable, by Heine-Cantor and Riemann's criterion
Monotone convergence and dominated convergence apply on a supplied measure space. Monotone convergence for the integral, Dominated convergence
The improper Riemann Gaussian integral is ; proper substitution and integration by parts hold on compact intervals. The Gaussian integral , Substitution: if is differentiable on with integrable and is continuous on an interval containing , then , If are differentiable on with integrable, then
The exponential is continuously differentiable with derivative itself, and the chain rule applies. Exponential growth dominates each fixed polynomial, and a positive real has a positive square root. The exponential function is smooth and , The chain rule, in one line from Carathéodory: if is differentiable at and is differentiable at , then is differentiable at with , The exponential dominates every fixed nonnegative integer power at , Square roots exist: a unique with ; the positives are
Proof
Every compact box has finite supplied measure, since it is contained in a larger half-open box. A bounded coordinate face has measure zero: enclose it in a half-open slab of arbitrary positive thickness , with the other side lengths fixed and positive. Its measure is at most by the given volume formula and [F2], and so must be zero. In dimension one this says that singletons are null. Consequently compact boxes have their usual volumes, and disjointifying a finite grid of closed cells only removes null faces.
For a nonnegative bounded Borel Riemann integrand on , take the infimum and supremum of on each cell of any finite grid. The corresponding disjoint-cell simple functions bound , and [F2] and step 1.1 make their integrals exactly the lower and upper Darboux sums. By [F3] and [F4], the integral of is squeezed to its Riemann value. For signed bounded , add a finite constant to make it nonnegative and subtract that constant's finite integral using [F3]. This proves the compact comparison. For nonnegative Borel on the whole space, , so [F5] gives the cutoff assertion. The grids, extrema, and cutoff sequence are finite or explicitly specified; no countable selection is used.
Put . It is continuous and Borel by [F1] and [F7]. On , proper substitution in [F6] computes its Riemann integral. As , [F6]'s improper Gaussian value makes this tend to one. Step 2.1 identifies each compact integral with its supplied-measure integral, and [F5] gives .
Since by [F7], compact integration by parts [F6] gives All functions and derivatives here are continuous, so the proper integral hypotheses hold by [F4]. Also : for , , hence by [F7]. Apply step 2.1 and monotone convergence [F5] to the nonnegative cutoffs. Step 3.1 then gives .
The bound and steps 3.1, 4.1 make integrable. On each symmetric compact interval, the Riemann integral of is zero by oddness, using the proper substitution . Step 2.1 transfers these compact integrals to the supplied measure. Dominated convergence [F5], with majorant , yields .
Fix and . On the explicitly specified intervals , proper substitution gives compact integrals of , and equal to the corresponding integrals of , and on . Step 2.1 and monotone convergence give mass one and centered second moment . Since , the centered first moment is absolutely integrable, and the same dominated-cutoff argument as step 5.1 gives centered mean zero. Linearity then gives raw mean . This proves both claims for the supplied measures without constructing any new measure or invoking a choice-dependent normal-law supplier.
Depends on
- The Borel sigma-algebra of a topological space
- The integral of a nonnegative simple function
- The nonnegative integral agrees with the simple integral on simple functions
- Measures are monotone
- Monotonicity and nonnegative homogeneity of the nonnegative integral
- The Lebesgue integral is linear on $L^1(\mu)$
- The multidimensional Darboux and tagged-mesh definitions of the Riemann integral agree
- A continuous function on $[a,b]$ is Riemann integrable, by Heine-Cantor and Riemann's criterion
- Monotone convergence for the integral
- Dominated convergence
- The Gaussian integral $\int_{-\infty}^{\infty}e^{-x^2}\,dx=\sqrt{\pi}$
- Substitution: if $\varphi$ is differentiable on $[c,d]$ with $\varphi'$ integrable and $f$ is continuous on an interval containing $\varphi([c,d])$, then $\int_{\varphi(c)}^{\varphi(d)} f = \int_c^d (f\circ\varphi)\,\varphi'$
- If $u,v$ are differentiable on $[a,b]$ with $u',v'$ integrable, then $\int_a^b u v' = u(b)v(b)-u(a)v(a) - \int_a^b u'v$
- The exponential function is smooth and $(\exp)'=\exp$
- The chain rule, in one line from Carathéodory: if $g$ is differentiable at $c$ and $f$ is differentiable at $g(c)$, then $f \circ g$ is differentiable at $c$ with $(f \circ g)'(c) = f'(g(c))\,g'(c)$
- Square roots exist: a unique $\sqrt{a} \ge 0$ with $(\sqrt{a})^2 = a$; the positives are $\{x^2 : x \neq 0\}$
- The exponential dominates every fixed nonnegative integer power at $+\infty$
Used by
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Sources
- John K. Hunter, Measure Theory, Chapter4, Theorem4.28 and simple integration definitions (standard reference, not scraped)
- Terence Tao, An Introduction to Measure Theory, Darboux integral and compatibility with the Riemann integral (standard reference, not scraped)
- Rick Durrett, Probability: Theory and Examples, fifth edition, Gaussian density and moments (standard reference, not scraped)