2017
DOI: 10.1515/bpasts-2017-0003
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Symbolic integration with respect to the Haar measure on the unitary groups

Abstract: Abstract. We present IntU package for Mathematica computer algebra system. The presented package performs a symbolic integration of polynomial functions over the unitary group with respect to unique normalized Haar measure. We describe a number of special cases which can be used to optimize the calculation speed for some classes of integrals. We also provide some examples of usage of the presented package.Key words: unitary group, Haar measure, circular unitary ensemble, symbolic integration. Integer partition… Show more

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Cited by 88 publications
(69 citation statements)
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“…In the second case, where we assume U + is at least a 1-design, An advantage of the explicit polynomial formulas are that they allow an analytic calculation of the variance as well, which allows precise specification of the coefficient in Levy's lemma. In cases where the integrals depend on up to two powers of elements of U and U * , one may make use of the elementwise formula [51]…”
Section: Resultsmentioning
confidence: 99%
“…In the second case, where we assume U + is at least a 1-design, An advantage of the explicit polynomial formulas are that they allow an analytic calculation of the variance as well, which allows precise specification of the coefficient in Levy's lemma. In cases where the integrals depend on up to two powers of elements of U and U * , one may make use of the elementwise formula [51]…”
Section: Resultsmentioning
confidence: 99%
“…where we have used that for the Haar measure on the unitary group µ(U ), U ∈ U (N ) it holds that dµ(U )U OU † = Tr(O) N I, see [8]. Notably, if we initialize the matrix U to be the identity for a fixed H, which could for example be achieved by just taking half the depth of the initial parametrized circuit U 1/2 and then appending the adjoint U † 1/2 .…”
Section: Vanishing Gradientmentioning
confidence: 99%
“…We adopt definitions and notations from the previous subsection. For measurements of observables with Tr P O sα > 1, the ensemble averages P (s α ) n (n ∈ N) can be evaluated order by order in n using the Weingarten calculus [43,44] for n-designs. An explicit formula can be given for direct measurements of occupation probabilities of basis states (Tr P O sα = 1) based on Isserlis' theorem [17,47].…”
Section: Higher Order Functionals Tr [ρ N a ]mentioning
confidence: 99%