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  • 标题:Adaptivity Is Exponentially Powerful for Testing Monotonicity of Halfspaces
  • 本地全文:下载
  • 作者:Xi Chen ; Rocco A. Servedio ; Li-Yang Tan
  • 期刊名称:LIPIcs : Leibniz International Proceedings in Informatics
  • 电子版ISSN:1868-8969
  • 出版年度:2017
  • 卷号:81
  • 页码:38:1-38:21
  • DOI:10.4230/LIPIcs.APPROX-RANDOM.2017.38
  • 出版社:Schloss Dagstuhl -- Leibniz-Zentrum fuer Informatik
  • 摘要:We give a poly(log(n),1/epsilon)-query adaptive algorithm for testing whether an unknown Boolean function f:{-1, 1}^n -> {-1, 1}, which is promised to be a halfspace, is monotone versus epsilon-far from monotone. Since non-adaptive algorithms are known to require almost Omega(n^{1/2}) queries to test whether an unknown halfspace is monotone versus far from monotone, this shows that adaptivity enables an exponential improvement in the query complexity of monotonicity testing for halfspaces.
  • 关键词:property testing; linear threshold functions; monotonicity; adaptivity
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