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Negative / Null Result ReportOpen accessSocial Sciences· cited by 10

A Heteroscedastic Robust Bayesian Optimization Method for Solving Simulation-Based Transportation Problems

Jinbiao Huo; Ziyuan Gu; Zhiyuan Liu; Shuaian Wang; Gilbert Laporte · 2025 · Transportation Science

WASTE classifies this as Negative / Null Result Report · AI classification, approximate

The study found no significant effect — useful as a negative control or null benchmark for your own design.

Abstract (excerpt)

This study focuses on simulation-based optimization (SBO) in transportation systems considering the pervasive and influential heteroscedastic noise. Existing studies rarely consider the effects of such heteroscedasticity on the solution…

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Metadata source: OpenAlex · DOI 10.1287/trsc.2024.0840