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Publications

Articles​

  • Multi-fidelity Bayesian Optimization: A Review. Bach Do and Ruda Zhang. AIAA Journal. 2024. Accepted. (preprint)

  • Automated Design of Nonreciprocal Thermal Emitters via Bayesian Optimization. Bach Do, Sina Jafari Ghalekohneh, Taiwo Adebiyi, Bo Zhao, and Ruda Zhang. Journal of Quantitative Spectroscopy and Radiative Transfer. 2024. (journal)

  • Gaussian Process Thompson Sampling via Rootfinding. Taiwo A. Adebiyi and Bach Do and Ruda Zhang. NeurIPS 2024 Workshop on Bayesian Decision-making and Uncertainty. 2024. (OpenReview)

    • Oral presentation (1 of 6; top 5% of accepted papers).

  • Epsilon-Greedy Thompson Sampling to Bayesian Optimization. Bach Do, Taiwo A. Adebiyi, and Ruda Zhang. Journal of Computing and Information Science in Engineering. 2024. (journal)

  • Multi-fidelity Machine Learning for Uncertainty Quantification and Optimization. Ruda Zhang and Negin Alemazkoor. Journal of Machine Learning for Modeling and Computing, 2024. (journal)

  • Digital Twins and Civil Engineering Phases: Reorienting Adoption Strategies. Taiwo A. Adebiyi, Nafeezat A. Ajenifuja, and Ruda Zhang. Journal of Computing and Information Science in Engineering, 2024. (journal)

  • Gaussian Process Subspace Regression for Model Reduction. Ruda Zhang, Simon Mak, and David Dunson. SIAM Journal on Scientific Computing. 2022. (journal) (Python package) (R package)

    • Winner, INFORMS 2021 Quality, Statistics & Reliability (QSR) Best Paper Award.
    • American Statistical Association (ASA) interview with Glen Wright Colopy. (video)

  • Normal-bundle Bootstrap. Ruda Zhang and Roger Ghanem. SIAM Journal on Mathematics of Data Science. 2021. (journal)

  • Drivers Learn City-scale Intra-daily Dynamic Equilibrium. Ruda Zhang and Roger Ghanem. IEEE Transactions on Intelligent Transportation Systems. 2022. (journal)

  • Demand, Supply and Performance of Street-hail Taxi. Ruda Zhang and Roger Ghanem. IEEE Transactions on Intelligent Transportation Systems. 2019. (journal)

Preprints​

  • Optimizing Posterior Samples for Bayesian Optimization via Rootfinding. Taiwo Adebiyi, Bach Do, and Ruda Zhang. (preprint) (Python package)

  • Newton Retraction as Approximate Geodesics on Submanifolds. Ruda Zhang. (preprint)

  • Multi-market Oligopoly of Equal Capacity. Ruda Zhang and Roger Ghanem. (preprint)

Book Chapters​

  • Environmental Economics and Uncertainty: Review and a Machine Learning Outlook. Ruda Zhang, Patrick Wingo, Rodrigo Duran, Kelly Rose, Jennifer Bauer, Roger Ghanem. Oxford Research Encyclopedia of Environmental Science. 2020. (book)

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