Alphabeta Math
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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 et. Its first absolute moment is infinite. In the calculation below the unit exponential density ex1[0,)(x) has transform 1/(1it), and the symmetric Laplace density ex/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
1.1

The nonnegative exponential density has integral limR0Rexdx=limR(1eR)=1, using the compact primitive, bridge and monotone convergence. For real t the function e(1+it)x/(1+it) is a primitive of ex(cos(tx)+isin(tx)), as direct componentwise differentiation shows; the denominator cannot vanish since its real part is -1. Therefore 0Reitxexdx=e(1+it)R11+it11it. The boundary modulus is eR and the integrand modulus is ex, 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(fdx)=(u+iv)fdx 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 (x)=ex/2 and transform 12[(1it)1+(1+it)1]=(1+t2)1.

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2.1

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)1dt=π. The Laplace characteristic function is therefore integrable. Density inversion supplies the continuous density h(x)=(2π)1eitx/(1+t2)dt for the same Laplace law. It equals 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 1πReitx1+x2dx=2h(t)=et. 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.

step 1.1F1F2F3F4F5F10F12F14F16
3.1

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 xc(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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