Birs- 22w5199: Derivative-Free Optimization: Linking Algorithms and Applications

  1. Title:
    Monotonic grey box direct search optimization

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  2. Title:
    A weak tail-bound probabilistic condition for function estimation in stochastic derivative-free optimization

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    SOLAR: A solar thermal power plant simulator for blackbox optimization benchmarking

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    Positive k-spanning sets and their use in derivative-free optimization

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    A new derivative-free interior point method for constrained black-box optimization

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    Surrogate-assisted many-objective optimization with reference vector guided candidate search and aggregated surrogate model

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    Stochastic average model methods

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    Constrained stochastic blackbox optimization using a progressive barrier and probabilistic estimates

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  9. Title:
    Escaping unknown discontinuous regions in blackbox optimization

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  10. Title:
    Surrogate model based optimization for tuning DL model architectures

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  11. Title:
    Bayesian optimization: performance assessment and improvements using DFO techniques

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  12. Title:
    A trust-region based approach to approximate Pareto fronts in multiobjective optimization

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  13. Title:
    Global optimality integral conditions and an algorithm for multiobjective problems

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  14. Title:
    A toolbox for optimizing nonsmooth composite objectives

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  15. Title:
    Bi-objective optimization for road vertical alignment design

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  16. Title:
    Adjusting the centred simplex gradient to compensate for misaligned sample points

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  17. Title:
    BFO 2.0: a new release of the Brute Force Optimizer that merits its name a little bit less

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  18. Title:
    Understanding positive bases

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  19. Title:
    Handling of constraints in multiobjective blackbox optimization

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  20. Title:
    Randomized subspace and adaptive methods for large-scale derivative-free optimization

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