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Referências

  1. Metaheuristic Techniques in Optimizing Traffic Control Lights: A Systematic Review, acessado em março 14, 2025, https://www.researchgate.net/publication/348433239_Metaheuristic_Techniques_in_Optimizing_Traffic_Control_Lights_A_Systematic_Review

  2. Mastering Bayesian Optimization: A Powerful Technique for Efficient Black-Box Function Optimization, acessado em março 14, 2025, https://medium.com/@ykarray29/mastering-bayesian-optimization-a-powerful-technique-for-efficient-black-box-function-optimization-461247e67d76

  3. Bayesian Optimization Book, acessado em março 14, 2025, https://bayesoptbook.com/book/bayesoptbook.pdf

  4. Bayesian Optimization in Machine Learning - GeeksforGeeks, acessado em março 14, 2025, https://www.geeksforgeeks.org/bayesian-optimization-in-machine-learning/

  5. Bayesian Optimization - Reddit, acessado em março 14, 2025, https://www.reddit.com/r/datascience/comments/19dbh44/bayesian_optimization/

  6. Bayesian optimization - Wikipedia, acessado em março 14, 2025, https://en.wikipedia.org/wiki/Bayesian_optimization

  7. [D] Bayesian Optimization: does it work? - Reddit, acessado em março 14, 2025, https://www.reddit.com/r/MachineLearning/comments/fsupfu/d_bayesian_optimization_does_it_work/

  8. HEBO (Heteroscedastic and Evolutionary Bayesian Optimisation) - Optuna, acessado em março 14, 2025, https://hub.optuna.org/samplers/hebo/

  9. optuna.samplers.TPESampler — Optuna 4.2.1 documentation, acessado em março 14, 2025, https://optuna.readthedocs.io/en/stable/reference/samplers/generated/optuna.samplers.TPESampler.html

  10. c-TPE: Tree-structured Parzen Estimator with Inequality Constraints for Expensive Hyperparameter Optimization - IJCAI, acessado em março 14, 2025, https://www.ijcai.org/proceedings/2023/0486.pdf

  11. Hyperparameter Tuning With Bayesian Optimization - Comet.ml, acessado em março 14, 2025, https://www.comet.com/site/blog/hyperparameter-tuning-with-bayesian-optimization/

  12. Enhancing Hyperparameter Tuning With Tree-Structured Parzen Estimator (Hyperopt) - DZone, acessado em março 14, 2025, https://dzone.com/articles/enhancing-hyperparameter-tuning-with-tree-structur

  13. Analysis of the Effectiveness of Metaheuristic Methods on Bayesian Optimization in the Classification of Visual Field Defects - PubMed Central, acessado em março 14, 2025, https://pmc.ncbi.nlm.nih.gov/articles/PMC10252481/

  14. Using Gaussian Processes to Optimize Expensive Functions, acessado em março 14, 2025, https://www.researchgate.net/publication/220935789_Using_Gaussian_Processes_to_Optimize_Expensive_Functions (Relevante para o sampler 'OptFlow')

  15. Investigating Bayesian optimization for expensive-to-evaluate black box functions: Application in fluid dynamics - Frontiers, acessado em março 14, 2025, https://www.frontiersin.org/journals/applied-mathematics-and-statistics/articles/10.3389/fams.2022.1076296/full

  16. Covariance Matrix Adaptation Evolution Strategy | Algorithm Afternoon, acessado em março 14, 2025, https://algorithmafternoon.com/strategies/covariance_matrix_adaptation_evolution_strategy/

  17. cmaes : A Simple yet Practical Python Library for CMA-ES - arXiv, acessado em março 14, 2025, https://arxiv.org/html/2402.01373v2

  18. [2401.15876] CMA-ES with Learning Rate Adaptation - arXiv, acessado em março 14, 2025, https://arxiv.org/abs/2401.15876

  19. HEBO: An Empirical Study of Assumptions in Bayesian Optimisation - ResearchGate, acessado em março 14, 2025, https://www.researchgate.net/publication/361937474_HEBO_An_Empirical_Study_of_Assumptions_in_Bayesian_Optimisation

  20. A Multi-level Surrogate-assisted Algorithm for Expensive Optimization Problems, acessado em março 14, 2025, https://itc.ktu.lt/index.php/ITC/article/view/35922 (Contexto geral de otimização cara)

  21. Evolutionary Computation for Expensive Optimization: A Survey, acessado em março 14, 2025, https://d-nb.info/1256711241/34 (Relevante para CMAES)

  22. Evolutionary computation for expensive optimization: a survey - EurekAlert!, acessado em março 14, 2025, https://www.eurekalert.org/news-releases/998232

  23. Bayesian Optimization Vs Evolutionary Algorithms - Restack, acessado em março 14, 2025, https://www.restack.io/p/evolutionary-algorithms-bayesian-optimization-answer-cat-ai

  24. Evolutionary Optimization Methods for High-Dimensional Expensive Problems: A Survey, acessado em março 14, 2025, https://www.ieee-jas.net/article/doi/10.1109/JAS.2024.124320

  25. Experience-Based Evolutionary Algorithms for Expensive Optimization - arXiv, acessado em março 14, 2025, https://arxiv.org/abs/2304.04166

  26. Implementing the Hill Climbing Algorithm for AI in Python | DataCamp, acessado em março 14, 2025, https://www.datacamp.com/tutorial/hill-climbing-algorithm-for-ai-in-python

  27. Hill Climbing Algorithm: A Comprehensive Guide | by Tahsin Soyak - Medium, acessado em março 14, 2025, https://medium.com/@tahsinsoyakk/hill-climbing-algorithm-a-comprehensive-guide-46e33f1ecc02

  28. How to Use Hill Climbing Algorithms to be Efficient - Cuvette, acessado em março 14, 2025, https://cuvette.tech/blog/how-to-use-hill-climbing-algorithms-to-be-efficient

  29. Hill Climbing in Artificial Intelligence - GeeksforGeeks, acessado em março 14, 2025, https://www.geeksforgeeks.org/introduction-hill-climbing-artificial-intelligence/

  30. Simulated Annealing Algorithm in Manufacturing - Eyelit Technologies, acessado em março 14, 2025, https://eyelit.ai/simulated-annealing-algorithm/

  31. Simulated annealing - Wikipedia, acessado em março 14, 2025, https://en.wikipedia.org/wiki/Simulated_annealing

  32. An Introduction to a Powerful Optimization Technique: Simulated Annealing, acessado em março 14, 2025, https://towardsdatascience.com/an-introduction-to-a-powerful-optimization-technique-simulated-annealing-87fd1e3676dd/

  33. What is Simulated Annealing - GeeksforGeeks, acessado em março 14, 2025, https://www.geeksforgeeks.org/what-is-simulated-annealing/

  34. Simulated Annealing Algorithm: Optimization Inspired by Physics - Eurystic, acessado em março 14, 2025, https://eurysticsolutions.com/2024/11/07/simulated-annealing-algorithm-optimization-inspired-by-physics/

  35. What's the difference between Bayesian Optimization (Gaussian Processes) and Simulated Annealing in practice - Cross Validated, acessado em março 14, 2025, https://stats.stackexchange.com/questions/197486/whats-the-difference-between-bayesian-optimization-gaussian-processes-and-sim (Compara 'OptFlow' e Simulated Annealing)

  36. Letham, B., Karrer, B., Ottoni, G., Bakshy, E. (2018, Setembro 17). Efficient tuning of online systems using Bayesian optimization. Meta Research Blog. (Acessado via PDF fornecido em 29 de Abril, 2025). https://research.facebook.com/blog/2018/09/efficient-tuning-of-online-systems-using-bayesian-optimization/

  37. Tay, T., Osorio, C. (s.d.). Bayesian Optimization Techniques for High-dimensional Transportation Problems. Working Paper, Department of Civil and Environmental Engineering, Massachusetts Institute of Technology. (Acessado via PDF fornecido em 29 de Abril, 2025). https://static1.squarespace.com/static/5b9e8bfc697a98662a66f346/t/609bfb4a077c4607a236dc0d/1620835156337/GPBO_Paper_workingPaper.pdf