Moments of the semicircle law #
The odd moments of the semicircle law about its centre vanish, and its even moments are Catalan
numbers: for the law semicircleReal a v with centre a and variance v,
∫ (x - a) ^ (2 * n) = v ^ n * catalan n. In particular the standard law semicircleReal 0 1
has moments catalan n in degree 2 * n. These are the limiting moments in the moment-method
proof of Wigner's semicircle law, where catalan n counts the noncrossing pairings of 2 * n
points.
Main results #
integral_pow_add_two_semicircleMeasure: the moment recurrence of the unit-radius law.integral_pow_two_mul_semicircleMeasure,integral_pow_two_mul_add_one_semicircleMeasure: the even and odd moments of the unit-radius law.integral_sub_pow_two_mul_semicircleReal,centralMoment_id_two_mul_semicircleReal: the even moments about the centre arev ^ n * catalan n.integral_sub_pow_two_mul_add_one_semicircleReal,centralMoment_id_two_mul_add_one_semicircleReal: the odd moments about the centre vanish.integral_pow_two_mul_semicircleReal_zero,integral_pow_two_mul_add_one_semicircleReal_zero: the moments of a centred semicircle law.
Implementation notes #
The computation starts from the density 2 / π * √(1 - x ^ 2) of the unit-radius law
semicircleMeasure. Integrating by parts against (1 - x ^ 2) ^ (3 / 2) gives the recurrence
(n + 4) Mₙ₊₂ = (n + 1) Mₙ for its moments Mₙ; starting from total mass one and mean zero,
it yields M₂ₙ₊₁ = 0 and M₂ₙ = catalan n / 4 ^ n, through the first-order recurrence of the
Catalan numbers. The affine realization of semicircleReal a v transports these formulas.
References #
- G. W. Anderson, A. Guionnet, O. Zeitouni, An Introduction to Random Matrices, Cambridge University Press, 2010, §2.1.1.
The 2nth central moment of semicircleReal a v is v ^ n * catalan n.
Every odd central moment of semicircleReal a v vanishes.
The 2nth moment of a centred semicircle law of variance v is v ^ n * catalan n; for the
standard law semicircleReal 0 1 it is the Catalan number catalan n.