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A simple method for finite range decomposition of quadratic forms and Gaussian fields

机译:二次形式和高斯场有限范围分解的一种简单方法

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摘要

We present a simplemethod to decompose the Green forms corresponding to a large class of interesting symmetric Dirichlet forms into integrals over symmetric positive semi-definite and finite range (properly supported) forms that are smoother than the original Green form. This result gives rise to multiscale decompositions of the associated Gaussian free fields into sums of independent smoother Gaussian fields with spatially localized correlations. Our method makes use of the finite propagation speed of the wave equation and Chebyshev polynomials. It improves several existing results and also gives simpler proofs.
机译:我们提出了一种简单的方法,将与一大类有趣的对称Dirichlet形式相对应的Green形式分解为比原始Green形式更平滑的对称正半定和有限范围(适当支持)形式的积分。该结果引起相关高斯自由场的多尺度分解为具有空间局部相关性的独立的更平滑高斯场的总和。我们的方法利用了波动方程和Chebyshev多项式的有限传播速度。它改善了现有的几种结果,并给出了更简单的证明。

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