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Bayesian Tabu Search×Thuật toán Di truyền Bayes×
Lĩnh vựcMô phỏngMô phỏng
HọProcess / pipelineProcess / pipeline
Năm ra đời1989 (tabu search); hybrid formulations ~2005–20151999
Người khởi xướngGlover, F. (tabu search); Bayesian integration developed by multiple researchers in the 2000s–2010sPelikan, M., Goldberg, D. E., & Cantu-Paz, E.
LoạiHybrid metaheuristic — memory-based local search with Bayesian probabilistic guidanceEvolutionary metaheuristic with Bayesian probabilistic model
Công trình gốcGlover, F. (1989). Tabu search — Part I. ORSA Journal on Computing, 1(3), 190–206. DOI ↗Pelikan, M., Goldberg, D. E., & Cantu-Paz, E. (1999). BOA: The Bayesian optimization algorithm. In Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-1999), pp. 525–532. Morgan Kaufmann. link ↗
Tên gọi khácBTS, Bayesian-guided tabu search, probabilistic tabu search, Bayes-TSBGA, Bayesian-guided GA, Probabilistic GA, EDA-GA
Liên quan65
Tóm tắtBayesian Tabu Search (BTS) is a hybrid metaheuristic that couples the memory-based forbidden-move mechanism of classic Tabu Search with a Bayesian probabilistic model. The Bayesian component learns from past evaluations to score candidate moves, focusing the search on promising regions while the tabu list prevents cycling. This combination reduces wasted function evaluations in expensive combinatorial and continuous optimization problems.A Bayesian Genetic Algorithm (BGA) replaces traditional crossover and mutation operators with a probabilistic Bayesian network learned from selected high-fitness individuals. At each generation the algorithm builds a graphical model of promising solution structure, then samples new offspring from that model, enabling the search to capture and exploit variable dependencies that standard GAs miss.
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ScholarGateSo sánh phương pháp: Bayesian Tabu Search · Bayesian Genetic Algorithm. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare