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Log-Concavity and Lower Bounds for Arithmetic Circuits

机译:对数凹度和算术电路的下界

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One question that we investigate in this paper is, how can we build log-concave polynomials using sparse polynomials as building blocks? More precisely, let f = Σ_(i=0)~d a_i X~i ∈ R~+ [X] be a polynomial satisfying the log-concavity condition a_i~2 > Ta_(i-1)a_(i+1) for every i ∈ {1, ..., d - 1}, where T > 0. Whenever / can be written under the form f = Σ_(i=1)~k Π_(j=1)~m f_(i, j) where the polynomials f_(i, j) have at most t monomials, it is clear that d ≤ kt~m. Assuming that the f_(i, j) have only non-negative coefficients, we improve this degree bound to d = O(km~(2/3)t~(2m/3)log~(2/3)(kt)) if T > 1, and to d ≤ kmt if T = d~(2d). This investigation has a complexity-theoretic motivation: we show that a suitable strengthening of the above results would imply a separation of the algebraic complexity classes VP and VNP. As they currently stand, these results are strong enough to provide a new example of a family of polynomials in VNP which cannot be computed by monotone arithmetic circuits of polynomial size.
机译:我们在本文中研究的一个问题是,如何使用稀疏多项式作为构建块来构建对数凹多项式?更准确地说,令f =Σ_(i = 0)〜d a_i X〜i∈R〜+ [X]是满足对数凹度条件a_i〜2> Ta_(i-1)a_(i + 1)的多项式对于每一个i∈{1,...,d-1},其中T>0。每当/可以写为f =Σ_(i = 1)〜kΠ_(j = 1)〜m f_(i ,多项式f_(i,j)最多具有t个单项式,显然d≤kt〜m。假设f_(i,j)仅具有非负系数,我们可以将此约束度提高到d = O(km〜(2/3)t〜(2m / 3)log〜(2/3)(kt) )如果T> 1,则当d≤kmt时,T = d〜(2d)。这项研究具有复杂性理论的动机:我们表明,对上述结果进行适当的增强将意味着将代数复杂性类VP和VNP分开。按照目前的情况,这些结果足够强大,可以提供VNP中多项式族的新示例,该多项式无法通过多项式大小的单调算术电路来计算。

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