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Gaussian, gamma and beta product integrals
Statement
For and an integer , define as the two-sided improper Riemann integral. Then
where for . In particular, and . For every compact interval , is continuously differentiable on and
For , put . Then is finite and
Consequently, if independent positive random variables have densities and , their sum has density .
Facts & Assumptions
Given: , an integer , and positive real parameters .
The improper integral of over is finite and positive: the improper Gaussian integral is finite and positive.
The square of the one-dimensional Gaussian integral is the plane Gaussian integral: the square of the one-dimensional Gaussian integral equals the nonnegative plane Gaussian integral.
The plane Gaussian integral equals by polar coordinates: the nonnegative plane Gaussian integral equals , with the polar substitutions justified on compact half-annuli away from the origin.
Change of variables for an injective map on a compact Jordan set: an injective map with invertible derivative on an open neighborhood of a compact Jordan set transforms a bounded integrable function by the absolute Jacobian determinant.
Continuity and derivatives of positive-base real powers: for any fixed real exponent , the positive-base power is differentiable on , with derivative ; these positive-base powers are continuous.
Measures agreeing on a generating pi-system are equal under an increasing finite-measure exhaustion from that pi-system: two measures agreeing on a generating pi-system are equal if that system contains an increasing common finite-measure exhaustion of the whole space.
Proof
For , the gamma integrand on is bounded by , whose integral is . For , is bounded, so and the tail converges. On a compact positive -interval, the lower endpoint bounds the near-zero power and the upper endpoint bounds the exponential tail uniformly. Hence is finite and has controlled endpoint tails.
Let . By [F2], equals the nonnegative plane Gaussian integral, and [F3] evaluates that integral as . Hence .
By [F1], is finite and positive. The positive square root in step 1.2 is therefore .
Integration by parts on gives . The boundary terms vanish by step 1.1, so ; direct integration gives .
For , the beta integrand is integrable near by comparison with and near by comparison with . On each compact rectangle the continuous product integrand has integral equal to the product of its one-dimensional integrals, as follows by factoring the finite rectangular Riemann sums. These nested rectangles exhaust the positive quadrant and their integrals tend to by step 1.1.
Substitution on compact half-intervals and passage to the convergent improper limits gives by steps 1.2 and 2.1.
On in coordinates , the map is injective, has determinant , and is a diffeomorphism on an open neighborhood. Its image is a compact Jordan set. The images exhaust the positive quadrant cofinally with the rectangles in step 2.3: each compact rectangle stays a positive distance from both axes and has bounded , while each image is compact and stays away from the axes. Applying [F4] on and taking the increasing limits gives . The limits are finite by step 1.1 and the endpoint bounds in step 2.3.
For integer , is bounded on , so and [F1] gives absolute convergence; odd moments converge absolutely and vanish by reflection. On compact intervals the substitution is covered by [F4], and its improper limit gives by steps 1.2 and 2.1. The substitution on both half-lines gives ; finiteness follows from step 1.1, the half-integer starting value from step 3.1, and recurrence from step 2.2.
Let and set . The event is Jordan measurable. On each grid rectangle , independence gives probability ; because the marginal densities are continuous on , the finite rectangular Riemann sums factor and converge to the integral of on that rectangle. The inner and outer grid unions for differ only in cells meeting its finitely many line-segment boundary pieces; their total area tends to zero, and is bounded on . Thus . As increases to the positive quadrant, countable additivity gives probabilities increasing to , and the nonnegative improper integrals increase to the integral over . The images of under increase to . On each such compact set the map is injective with absolute Jacobian , so [F4] transforms the integral to . Its rectangular Riemann sums factor; as the -integral tends to . By step 3.2, . A singleton C has probability zero by the same zero-area grid-boundary argument. The density integrates to one by step 1.1.
Fix the integer . Step 4.1 evaluated for every using only convergent improper substitutions, and step 2.2 proved the Gamma recurrence by integration by parts; neither argument used parameter differentiation. By [F5], differentiation of this established explicit function gives The same positive-base power formula makes this derivative continuous on , hence on a neighborhood of every compact . This proves the full parameter clause without interchanging a derivative and an improper integral.
Let be the law of on and let be the probability measure with the density in step 4.2. The collection is closed under intersections, allowing a singleton or the empty set. It generates the Borel sigma-algebra of the positive half-line: its members are closed there, and every relatively open interval is a countable union of closed subintervals with positive endpoints; unbounded intervals are obtained by an additional increasing union. Step 4.2 gives equality of and on every member of , including the singleton case. The sets for integers increase to , lie in , and have common measure at most . Thus [F6] proves on all Borel sets, which establishes the claimed gamma convolution law.
Remarks
The parameter-derivative clause follows from the independently evaluated moments and Gamma recurrence. No research-module token is used as a logical supplier, and these integral identities make no empirical claim. No claim is made for , or .
Depends on
Measures agreeing on a generating pi-system are equal under an increasing finite-measure exhaustion from that pi-system
The improper integral of over is finite and positive
The square of the one-dimensional Gaussian integral is the plane Gaussian integral
The plane Gaussian integral equals by polar coordinates
Change of variables for an injective map on a compact Jordan set
Continuity and derivatives of positive-base real powers