Cuckoo Search
Cuckoo Search (CS) is a population-based metaheuristic optimization algorithm introduced by Xin-She Yang and Suash Deb in 2009. It models the obligate brood-parasitism of cuckoo birds — which lay eggs in other birds' nests — combined with Lévy flight random walks that enable long-range exploration of the search space. The algorithm has proven effective in structural engineering design, machine learning hyperparameter tuning, and other continuous black-box optimization problems.
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- Yang, X.S. & Deb, S. (2009). Cuckoo Search via Lévy Flights. 2009 World Congress on Nature & Biologically Inspired Computing (NaBIC), 210-214. IEEE. · URL
- Yang, X.S. & Deb, S. (2013). Multiobjective Cuckoo Search for Design Optimization. Computers & Operations Research, 40(6), 1616-1624. · DOI 10.1016/j.cor.2011.09.026
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