Algebraic Stein operator characterization for Gaussian polynomials

Let XN(0,1)X\sim N(0,1)), and let Y=h(X)Y=h(X), where hK[X]h\in\mathbb{K}[X] is a polynomial with deg(h)3\deg(h)\geq 3 and IE[h(X)]=0{\rm I\kern-0.16em E}[h(X)]=0. For p0K0[Y]p_0\in\mathbb{K}_0[Y], let Σ=(K[X],K[Y],ΓY)\Sigma=(\mathbb{K}[X],\mathbb{K}[Y],\Gamma_Y) be the associated linear machine, and let N(Σ,T)\mathcal{N}(\Sigma,T) denote the corresponding space. The operator composition is written ΓYT\Gamma_Y^T. Algebraic Stein operator characterization. For every p0K0[Y]p_0\in\mathbb{K}_0[Y], the following equivalent statements hold: (a) there exists a natural number T2T\geq2 such that YY admits an algebraic polynomial Stein operator S\mathcal{S} of order TT with zero-order polynomial coefficient p0p_0; (b) there exists a natural number T2T\geq2 such that p0N(Σ,T)p_0\in\mathcal{N}(\Sigma,T); and (c) there exists a natural number T2T\geq2 such that

ΓYT(p0)t=1T1ΓYt(K[Y]).\Gamma_Y^T(p_0)\in\sum_{t=1}^{T-1}\Gamma_Y^t(\mathbb{K}[Y]).

This conjecture characterizes the existence of algebraic polynomial Stein operators for polynomial transformations of a standard Gaussian random variable in terms of the associated linear machine and iterated operators. The degree-11 and degree-22 cases are referred to earlier results, while the stated characterization for degree at least 33 is presented as an open problem.

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Primary source

Ehsan Azmoodeh, Dario Gasbarra and Robert E. Gaunt, “On algebraic Stein operators for Gaussian polynomials”, arXiv:1912.04605 (2022).

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