Department of Industrial Systems Engineering and Management
Education
PhD in Industrial and Systems Engineering, National University of Singapore
BEng in Material Science and Engineering, Tsinghua University
BEco in Economics, Tsinghua University
Research Interests
Data-driven operations management: from data to decision
Mathematical and industrial statistics: semiparametric models, hypothesis test, industrial data analysis, design of data collection schemes
System resilience: reliability engineering, condition-based maintenance, Â complex systems modelling
Selected Publications
Analyzing Recurrent Failure Data from a Large Directed Physical Network: An Application to Distribution Pipes. Journal of the American Statistical Association, 2024, to appear. (with Zhai, Q., Li, C., Revie, M., and Dunson, D.)
Likelihood-based Inference under Non-Convex Boundary Constraints, Biometrika, 2024, to appear. (with Wang, J., and Chen, Y.)
Asymptotic Analysis for Data-Driven Inventory Policies, Operations Research, under minor revision, 2024, (with Zhang, X. and Haskell, W. B.)
Robust Condition-Based Production and Maintenance Planning for Degradation Management, Production and Operations Management, 2023, 32(12), 3951-3967. (with Sun, Q.,Chen, P., and Wang, X.)
Analysis of Product Return Data with Two-Layer Censoring, Journal of the Royal Statistical Society, Series C, 2024, to appear (with Wang, Y.)
Spatio-Temporal Analysis and Prediction of Mass Telecommunication Base Station Failure Events, Technometrics, 2024, accepted. (with Wu, T.,Wang, Y., and Chen N.)
Statistical Modeling of the Effectiveness of Preventive Maintenance for Repairable Systems, Technometrics, 2024, to appear. (with Ye, X.,Cai, J. and Tang L.C.)
Simplex-based Proximal Multicategory Support Vector Machine, IEEE Transactions on Information Theory, 2023, 69 (4), 2427-2451. (with Fu, S., and Chen, P.)
Paired or partially paired two-sample tests with unordered samples, Journal of the Royal Statistical Society, Series B, 2022, 84(4), 1503-1525. (with Wang Y. and Tang, Y.)
Analytics in warranty reserve planning: Demand forecasting and funds pooling, Manufacturing & Service Operations Management, 2022, 24 (4), 2221-2239. (with Wang, X., Li, L., Zhong, Y., Xie, W.)
A Unifying Framework for Variance Reduction Algorithms for Finding Zeroes of Monotone Operators. Journal of Machine Learning Research. 2022, 23 (1), 2608-2651. (with Zhang, X. and Haskell, W. B.)
Efficient Semiparametric Estimation of Time-Censored Intensity-Reduction Models for Repairable Systems, Scandinavia Journal of Statistics, 2022, 49(4), 1860-1888. (with Wang, J. and Chen, P.)
Dynamic Warranty Reserve Planning Over a Finite Horizon. IEEE Transactions on Automatic Control, 2021, 67(4), 2004-2010. (with Wang X. and Xie, W.)
Estimating the Inter-Occurrence Time Distribution from Superposed Renewal Processes, Bernoulli, 2021, 27(4), 2804-2826. (with Li, X. and Tang, C.)
