A o(d) · polylog n Monotonicity Tester for Boolean Functions over the Hypergrid [n]d

A o(d) · polylog n Monotonicity Tester for Boolean Functions over the Hypergrid [n]d
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A o(d) · polylog n 超网格上布尔函数的单调性测试器 [n]d

DOI:
10.1137/1.9781611975031.139
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发表时间:
2017
期刊:
ArXiv
影响因子:
--
通讯作者:
C. Seshadhri
C. Seshadhri
中科院分区:
--
文献类型:
--
作者:
Hadley Black;Deeparnab Chakrabarty;C. Seshadhri

文献摘要

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我们研究了在高网格[n] d上的布尔函数的单调性测试,并设计了一个非自适应测试仪,其查询复杂性为O(D5/6)·Poly(log n,1/e)工作,最著名的测试者在D中具有线性的查询复杂性,但我们与N = 2DO相关。边缘到超级格里德。我们的主要技术贡献是增强超级格里德的玛格利斯风格的等值效果,我们的测试仪像以前的HyperCube域测试人员一样,在此结构上进行了定向的随机步行。
We study monotonicity testing of Boolean functions over the hypergrid [n]d and design a non-adaptive tester with 1-sided error whose query complexity is O(d5/6) · poly(log n, 1/e). Previous to our work, the best known testers had query complexity linear in d but independent of n. We improve upon these testers as long as n = 2do(1). To obtain our results, we work with what we call the augmented hypergrid, which adds extra edges to the hypergrid. Our main technical contribution is a Margulis-style isoperimetric result for the augmented hypergrid, and our tester, like previous testers for the hypercube domain, performs directed random walks on this structure.