2013 · 75 citations · 24 references
ComputingComputer ScienceInformation TheoryProbability TheoryTheory Of ComputationCircuit ComplexityCommunication ComplexityComputational ComplexityProbabilistic CombinatoricsRandomized ComputationBoolean Function ComplexityCommunication Complexity Lower BoundsCommunication Complexity Of Boolean FunctionsCommunication Complexity Upper BoundsDirect Product TheoremsDirect ProductsTwo-party Communication ComplexityUpper Bounds
We give exponentially small upper bounds on the success probability for computing the direct product of any function over any distribution using a communication protocol. Let suc(μ, f, C) denote the maximum success probability of a 2-party communication protocol for computing the boolean function f(x, y) with C bits of communication, when the inputs (x, y) are drawn from the distribution μ. Let μ <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">n</sup> be the product distribution on n inputs and f <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">n</sup> denote the function that computes n copies of f on these inputs. We prove that if T log <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">3/2</sup> T ≪ (C - 1)√n and suc(μ, f, C) <; 2/3, then suc(μ <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">n</sup> , f <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">n</sup> , T) ≤ exp(-Ω(n)). When μ is a product distribution, we prove a nearly optimal result: as long as T log <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup> T ≪ Cn, we must have suc(μ <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">n</sup> , f <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">n</sup> , T) ≤ exp(-Ω(n)).
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A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations
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Elements of Information Theory, Wiley Series in Telecommunications
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