PROPERTY TESTING LOWER BOUNDS VIA COMMUNICATION COMPLEXITY

被引:47
作者
Blais, Eric [1 ]
Brody, Joshua [2 ]
Matulef, Kevin [3 ]
机构
[1] Carnegie Mellon Univ, Dept Comp Sci, Pittsburgh, PA 15213 USA
[2] Aarhus Univ, Dept Comp Sci, DK-8000 Aarhus, Denmark
[3] Tsinghua Univ, IIIS, Beijing 100084, Peoples R China
基金
美国国家科学基金会;
关键词
Property testing; communication complexity; lower bounds;
D O I
10.1007/s00037-012-0040-x
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We develop a new technique for proving lower bounds in property testing, by showing a strong connection between testing and communication complexity. We give a simple scheme for reducing communication problems to testing problems, thus allowing us to use known lower bounds in communication complexity to prove lower bounds in testing. This scheme is general and implies a number of new testing bounds, as well as simpler proofs of several known bounds. For the problem of testing whether a Boolean function is k-linear (a parity function on k variables), we achieve a lower bound of Omega(k) queries, even for adaptive algorithms with two-sided error, thus confirming a conjecture of Goldreich (2010a). The same argument behind this lower bound also implies a new proof of known lower bounds for testing related classes such as k-juntas. For some classes, such as the class of monotone functions and the class of s-sparse GF(2) polynomials, we significantly strengthen the best known bounds.
引用
收藏
页码:311 / 358
页数:48
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