Xubo Yue
Assistant Professor, Mechanical and Industrial Engineering
Contact
- x.yue@northeastern.edu
- 360 Huntington Ave
Boston, MA 02115
Research Focus
Federated data analytics, Bayesian optimization, continuous optimization, Gaussian processes, deep learning
Education
- PhD, Industrial & Operations Engineering, University of Michigan, Ann Arbor, 2023
Professional Affiliations
- Institute of Industrial and Systems Engineers (IISE) – Quality Control & Reliability Engineering (QCRE) and Data Analytics and Information Systems Division (DAIS) Sections.
- Institute for Operations Research and Management Science (INFORMS) – Quality, Statistics & Reliability (QSR) and Data Mining (DM) Sections.
- American Statistical Association (ASA) – Bayesian Statistical Science, Nonparametric Statistics, Statistical Learning and Data Science, and Statistical Computing Sections.
Research Overview
Federated data analytics, Bayesian optimization, continuous optimization, Gaussian processes, deep learning
Department Research Areas
Selected Publications
- Yue, X., Kontar, R. (2022+) “Federated Gaussian Process: Convergence Rate, Automatic Personalization and Multi-fidelity Modeling.”
- Yue, X., Nouiehed, M., Kontar, R. (2022) “GIFAIR-FL: An Approach for Group and Individual
Fairness in Federated Learning.” - Yue, X., Estrada G´omez, A. M., Kontar, R. (2022+) “Federated Data Analytics: A Study on
Linear Models.” - Yue, X., Nouiehed, M., Kontar, R. (2022+) “SALR: Sharpness-aware Learning Rates for Improved
Generalization.” - Yue, X., Kontar, R. (2022+) “Optimize to Generalize in Gaussian Processes: An Alternative
Objective Based on the R´enyi Divergence.”
Aug 18, 2023
New Faculty Spotlight: Xubo Yue
Xubo Yue joins the Mechanical and Industrial Engineering department in August 2023 as an Assistant Professor.