Faster Black-Box Algorithms Through Higher Arity Operators
Carola Doerr, Daniel Johannsen, Timo Kötzing, Per Kristian Lehre, Markus Wagner, Carola Winzen
Abstract
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Carola Doerr, Daniel Johannsen, Timo Kötzing, Per Kristian Lehre, Markus Wagner, Carola Winzen
Abstract
Open-access reader
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 $Θ(n^2)$ for unary operators to $O(n \log n)$. For \onemax, the $Ω(n \log n)$ unary black-box complexity drops to O(n) in the binary case. For $k$-ary operators, $k \leq n$, the \onemax-complexity further decreases to $O(n/\log k)$.
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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 $Θ(n^2)$ for unary operators to $O(n \log n)$. For \onemax, the $Ω(n \log n)$ unary black-box complexity drops to O(n) in the binary case. For $k$-ary operators, $k \leq n$, the \onemax-complexity further decreases to $O(n/\log k)$.
Key concepts: Unary operation, Arity, Black box, Binary number, Mathematics, Omega, Combinatorics, Binary logarithm