Research
Research Interests:
Explainable AI, Statistical Machine Learning, Uncertainty Quantification, Bayesian Non-Parametrics, Operations Research, Business Analytics
Publications:
Floreale, G., P. Baraldi, X. Lu, P. Rossetti, and E. Zio. "Sensitivity Analysis by Differential Importance Measure for Unsupervised Fault Diagnostics." Reliability Engineering & System Safety (2023): 109846. https://doi-org.skema.idm.oclc.org/10.1016/j.ress.2023.109846
Lu, Xuefei, and Raffaella Calabrese. "The Cohort Shapley value to measure fairness in financing small and medium enterprises in the UK." Finance Research Letters 58 Part C (2023): 104542. https://doi.org/10.1016/j.frl.2023.104542
Paper, CodeHazen, Gordon, Emanuele Borgonovo, and Xuefei Lu. "Information density in decision analysis." Decision Analysis 20, no. 2 (2023): 89-108. https://doi.org/10.1287/deca.2022.0465
Paper, CodeLu, Xuefei, and Emanuele Borgonovo. "Global sensitivity analysis in epidemiological modeling." European Journal of Operational Research 304, no. 1 (2023): 9-24. https://doi.org/10.1016/j.ejor.2021.11.018
Paper, Supp, CodeXu, Mingjing, Piero Baraldi, Xuefei Lu, and Enrico Zio. "Generative Adversarial Networks With AdaBoost Ensemble Learning for Anomaly Detection in High-Speed Train Automatic Doors." IEEE Transactions on Intelligent Transportation Systems (2022). https://doi.org/10.1109/TITS.2022.3203871
PaperLu, Xuefei, Piero Baraldi, and Enrico Zio. "A data-driven framework for identifying important components in complex systems." Reliability Engineering & System Safety 204 (2020): 107197. https://doi.org/10.1016/j.ress.2020.107197
PaperLu, Xuefei, Alessandro Rudi, Emanuele Borgonovo and Lorenzo Rosasco "Faster Kriging: Facing High-Dimensional Simulators." Operations Research 68, no. 1 (2020): 233-249. https://doi.org/10.1287/opre.2019.1860
Paper, CodeAntoniano-Villalobos, Isadora, Emanuele Borgonovo, and Xuefei Lu. "Nonparametric estimation of probabilistic sensitivity measures." Statistics and Computing 30, no. 2 (2020): 447-467. https://doi.org/10.1007/s11222-019-09887-9
Paper, CodeBorgonovo, Emanuele, Xuefei Lu, Elmar Plischke, Oldrich Rakovec, and Mary C. Hill. "Making the most out of a hydrological model data set: Sensitivity analyses to open the model black-box."Water Resources Research 53, no. 9 (2017): 7933-7950. https://doi.org/10.1002/2017WR020767
PaperLu, Xuefei, Federico Antonello, Piero Baraldi and Enrico Zio. "Data-driven identification of critical components in complex technical infrastructures using Bayesian additive regression trees." Proceedings of the 29th European Safety and Reliability Conference (ESREL) (2019). https://doi:10.3850/978-981-11-2724-3_0714-cd
PaperBorgonovo, Emanuele, and Xuefei Lu. "Is time to intervention in the COVID-19 outbreak really important? A global sensitivity analysis approach." arXiv preprint arXiv:2005.01833 (2020).