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Faster Black-Box Algorithms Through Higher Arity Operators

Abstract

We extend the work of Lehre and Witt (GECCO 2010) on the unbiased black-box model by considering higher arity variation operators. In particular, we show that already for binary operators the black-box complexity of \leadingones drops from Θ(n2)\Theta(n^2) for unary operators to O(nlogn)O(n \log n). For \onemax, the Ω(nlogn)\Omega(n \log n) unary black-box complexity drops to O(n) in the binary case. For kk-ary operators, knk \leq n, the \onemax-complexity further decreases to O(n/logk)O(n/\log k).

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