Probability Distributions
The distribution of the unitary circular ensemble CUE(n) is the Haar measure on the unitary group U(n). If U is a random element of CUE(n), then UTU is a random element of COE(n); if U is a random element of CUE(2n), then URU is a random element of CSE(n), where
Each element of a circular ensemble is a unitary matrix, so it has eigenvalues on the unit circle: with 0 < θk < 2π and k=1,2,... n. (In the CSE each of these n eigenvalues appears twice.) The probability density function of the phases θk is given by
where β=1 for COE, β=2 for CUE, and β=4 for CSE. The normalisation constant Zn,β is given by
Read more about this topic: Circular Ensemble
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“Legends of prediction are common throughout the whole Household of Man. Gods speak, spirits speak, computers speak. Oracular ambiguity or statistical probability provides loopholes, and discrepancies are expunged by Faith.”
—Ursula K. Le Guin (b. 1929)