Local correction of juntas

  • Authors:
  • Noga Alon;Amit Weinstein

  • Affiliations:
  • Sackler School of Mathematics, Tel Aviv University, Tel Aviv 69978, Israel and Blavatnik School of Computer Science, Tel Aviv University, Tel Aviv 69978, Israel and Institute for Advanced Study, P ...;Blavatnik School of Computer Science, Tel Aviv University, Tel Aviv 69978, Israel

  • Venue:
  • Information Processing Letters
  • Year:
  • 2012

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Abstract

A Boolean function f over n variables is said to be q-locally correctable if, given a black-box access to a function g which is ''close'' to an isomorphism f"@s of f, we can compute f"@s(x) for anyx@?Z"2^n with good probability using q queries to g. We observe that any k-junta, that is, any function which depends only on k of its input variables, is O(2^k)-locally correctable. Moreover, we show that there are examples where this is essentially best possible, and locally correcting some k-juntas requires a number of queries which is exponential in k. These examples, however, are far from being typical, and indeed we prove that for almost every k-junta, O(klogk) queries suffice.