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On the Relationship between $\Lambda$-poisedness in Derivative-Free Optimization and Outliers in Local Outlier Factor

Optimization and Control 2024-07-26 v1

Abstract

Derivative-free optimization (DFO) is a method that does not require the calculation of gradients or higher-order derivatives of the objective function, making it suitable for cases where the objective function is non-differentiable or the computation of derivatives is expensive. This communication discusses the importance of Λ\Lambda-poisedness in DFO and the outliers detected by the Local Outlier Factor (LOF) on the optimization process. We discuss the relationship between Λ\Lambda-poisedness in derivative-free optimization and outliers in local outlier factor.

Keywords

Cite

@article{arxiv.2407.17529,
  title  = {On the Relationship between $\Lambda$-poisedness in Derivative-Free Optimization and Outliers in Local Outlier Factor},
  author = {Qi Zhang and Pengcheng Xie},
  journal= {arXiv preprint arXiv:2407.17529},
  year   = {2024}
}

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11 figures