Alphabeta Math
ExampleConstruction: AI-adaptedVerification: AI-adaptedPipeline-generatedjudge pass (gpt-5.6-terra)audited 2026-09-12
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Cauchy law and its characteristic function

Example

Assume AC. The Cauchy density c(x)=1/[π(1+x2)] defines a Borel probability law with characteristic function e−∣t∣. Its first absolute moment is infinite. In the calculation below the unit exponential density e−x1[0,∞)(x) has transform 1/(1−it), and the symmetric Laplace density e−∣x∣/2 has transform 1/(1+t2).

Facts & Assumptions

Given: The hypotheses and conventions in the example.

[F1]

Characteristic functions are componentwise exponential integrals. Characteristic function of a real random variable.

[F2]

An integrable characteristic function gives a continuous density by inversion. Density inversion from an integrable characteristic function.

[F3]
[F6]

AC supplies the choice used in the bridge and inversion. The Axiom of Choice.

[F7]

Real exponentials differentiate to themselves. The exponential function is smooth and (exp⁡)′=exp⁡.

[F8]

Trigonometric derivatives evaluate the damped complex primitive. The derivatives of sine and cosine are cosine and minus sine.

[F11]

The logarithm derivative is 1/x on positive arguments. The natural logarithm has derivative 1/x and equals the integral from 1 to x of 1/t.

[F12]

Arctangent is an increasing bijection onto the principal open interval. The principal inverse tangent arctan⁡:R→(−π/2,π/2).

[F13]
[F14]

Positive compact truncations recover the full integral. Monotone convergence for the integral.

[F15]

Integrable domination permits passage from compact to full oscillatory integrals. Dominated convergence.

[F16]

For nonnegative measurable test functions, density integrals are product integrals. Integrating against a density agrees with integrating the product.

Verification

technique · direct
1.1F1F3F4F5F7F8F9F14F15F16F17

The nonnegative exponential density has integral lim⁡R→∞∫0Re−x dx=lim⁡R(1−e−R)=1, using the compact primitive, bridge and monotone convergence. For real t the function e(−1+it)x/(−1+it) is a primitive of e−x(cos⁡(tx)+isin⁡(tx)), as direct componentwise differentiation shows; the denominator cannot vanish since its real part is -1. Therefore ∫0Reitxe−x dx=e(−1+it)R−1−1+it⟶11−it. The boundary modulus is e−R and the integrand modulus is e−x, so DCT justifies the full oscillatory integral. Whenever density integration is used below for a bounded complex test u+iv, apply [F16] separately to the nonnegative functions u+,u−,v+,v− and then reassemble their finite integrals componentwise as in [F1]; this gives ∫(u+iv) d(f dx)=∫(u+iv)f dx without enlarging [F16]. Reflection substitution on compact intervals and then DCT show that the reflected density has transform 1/(1+it). Splitting the two half-lines gives the probability density ℓ(x)=e−∣x∣/2 and transform 12[(1−it)−1+(1+it)−1]=(1+t2)−1.

2.1step 1.1F1F2F3F4F5F10F12F14F16

The increasing arctangent has range (−π/2,π/2), so its limits at the two infinities are the endpoints of that range: any smaller limiting supremum would omit values in the range, and similarly for the infimum. Consequently compact arctangent integration and monotone convergence give ∫R(1+t2)−1 dt=π. The Laplace characteristic function is therefore integrable. Density inversion supplies the continuous density h(x)=(2π)−1∫e−itx/(1+t2) dt for the same Laplace law. It equals ℓ at every point: if two continuous densities of the same measure differed at one point, their difference would have a fixed strict sign and magnitude on a small interval, contradicting equal integrals on that interval. Hence 1π∫Reitx1+x2 dx=2h(−t)=e−∣t∣. The preceding arctangent integral also normalizes c, and density integration identifies the left side as its characteristic function, including t=0. No first moment of this law has been used.

3.1F4F5F6F9F11F13F14F16∎

For R>0, logarithmic differentiation with the chain rule and the compact integral bridge give ∫0Rxπ(1+x2) dx=log⁡(1+R2)2π. This tends to infinity: log is increasing by its positive derivative, and its inverse relation implies that log of an unbounded positive argument eventually exceeds every real level. Monotone convergence and density integration imply ∫∣x∣c(x) dx=+∞, already from the positive half-line. The density is finite at x=0 and has total mass one; it is not a zero or point-mass law. AC is retained from density inversion and the compact integration bridge. The auxiliary Laplace density has a corner at zero, but all differentiations above were on individual half-lines and its use in inversion required continuity, not differentiability there.

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