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A new upper bound on the query complexity for testing generalized Reed-Muller codes

机译:用于测试广义Reed-Muller码的查询复杂度的新上限

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Over a finite field Fq the (ndq) -Reed-Muller code is the code given by evaluations of n-variate polynomials of total degree at most d on all points (of Fnq). The task of testing if a function f:FnqFq is close to a codeword of an (ndq) -Reed-Muller code has been of central interest in complexity theory and property testing. The query complexity of this task is the minimal number of queries that a tester can make (minimum over all testers of the maximum number of queries over all random choices) while accepting all Reed-Muller codewords and rejecting words that are -far from the code with probability (). (In this work we allow the constant in the to depend on d.) For codes over a prime field Fq the optimal query complexity is well-known and known to be (q(d+1)(q?1)) , and the test consists of testing if f is a degree d polynomial on a randomly chosen ((d+1)(q?1)) -dimensional affine subspace of Fnq. If q is not a prime, then the above quantity remains a lower bound, whereas the previously known upper bound grows to O(q(d+1)(q?qp)) where p is the characteristic of the field Fq. In this work we give a new upper bound of (cq)(d+1)q on the query complexity, where c is a universal constant. Thus for every p and sufficiently large constant q this bound improves over the previously known bound by a polynomial factor, as we let d. In the process we also give new upper bounds on the ``spanning weight'' of the dual of the Reed-Muller code (which is also a Reed-Muller code). The spanning weight of a code is the smallest integer w such that codewords of Hamming weight at most w span the code. The main technical contribution of this work is the design of tests that test a function by {em not} querying its value on an entire subspace of the space, but rather on a carefully chosen (algebraically nice) subset of the points from low-dimensional subspaces.
机译:在有限域 Fq上,(ndq)-Reed-Muller码是在( Fnq)的所有点上对总度数为n的n个变量的多项式求值给出的代码。测试函数f: Fnq Fq是否接近(ndq)-Reed-Muller码的代码字的任务已在复杂性理论和属性测试中引起了广泛关注。此任务的查询复杂度是测试人员可以接受的所有Reed-Muller码字并拒绝与代码相距较远的字词时,测试人员可以进行的查询数量最少(在所有测试人员中为所有随机选择项的最大查询数量的最小值)。的概率为()。 (在这项工作中,我们允许的常数取决于d。)对于素数 Fq上的代码,最佳查询复杂度是众所周知的,并且已知为(q(d + 1)(q?1)),检验包括检验f是否为 Fnq的随机选择的((d + 1)(q?1))维仿射子空间的f阶多项式。如果q不是素数,则上述数量仍为下界,而先前已知的上限增长为O(q(d + 1)(q?qp)),其中p是字段 Fq的特征。在这项工作中,我们给出了查询复杂度(cq)(d + 1)q的新上限,其中c是通用常数。因此,对于每个p和足够大的常数q,我们将其设为d时,该界线会比多项式因子的先前已知界线有所改善。在此过程中,我们还为Reed-Muller码对偶(也是Reed-Muller码)的``跨度权重''赋予了新的上限。码的跨度权重是最小的整数w,以使汉明码权重的码字最多w跨该码。这项工作的主要技术贡献是设计测试,这些测试通过{ em不是}在空间的整个子空间上查询功能的值,而是在经过仔细选择(代数良好)的低点的点子集上进行查询维子空间。

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