Using default ARTMAP for cancer classification with MicroRNA expression signatures. - Rui Xu 001; Jie Xu 004; Donald C. Wunsch (IJCNN, 2009)

MicroRNA expression profile based cancer classification using Default ARTMAP. - Rui Xu 001; Jie Xu 004; Donald C. Wunsch II (Neural Networks, 2009)

Clustering with differential evolution particle swarm optimization. - Rui Xu 001; Jie Xu 004; Donald C. Wunsch II (IEEE Congress on Evolutionary Computation, 2010)

Risk-adjusted approach to optimize investments in product development portfolios. - Dharmashankar Subramanian; Pu Huang; C. Pulavarthi; Jie Xu 004; H. Sekhar; S. Zhan; S. Tripathi; S. Kumar (IBM J. Res. Dev., 2010)

Speeding up COMPASS for high-dimensional discrete optimization via simulation. - L. Jeff Hong; Barry L. Nelson; Jie Xu 004 (Oper. Res. Lett., 2010)

Industrial strength COMPASS: A comprehensive algorithm and software for optimization via simulation. - Jie Xu 004; Barry L. Nelson; L. Jeff Hong (ACM Trans. Model. Comput. Simul., 2010)

Efficient discrete optimization via simulation using stochastic kriging. - Jie Xu 004 (WSC, 2012)

Optimal selection of media vehicles using customer databases. - Edward C. Malthouse; Dingxi Qiu; Jie Xu 004 (Expert Syst. Appl., 2012)

A Comparison Study of Validity Indices on Swarm-Intelligence-Based Clustering. - Rui Xu 001; Jie Xu 004; Donald C. Wunsch (IEEE Trans. Syst. Man Cybern. Part B, 2012)

Rare event simulation for stochastic fixed point equations related to the smoothing transformation. - Jeffrey F. Collamore; Anand N. Vidyashankar; Jie Xu 004 (WSC, 2013)

Adaptive nested rare event simulation algorithms. - Anand N. Vidyashankar; Jie Xu 004 (WSC, 2013)

Determining the optimal sampling set size for random search. - Chenbo Zhu; Jie Xu 004; Chun-Hung Chen; Loo Hay Lee; Jianqiang Hu (WSC, 2013)

An Adaptive Hyperbox Algorithm for High-Dimensional Discrete Optimization via Simulation Problems. - Jie Xu 004; Barry L. Nelson; L. Jeff Hong (INFORMS J. Comput., 2013)

An ordinal transformation framework for multi-fidelity simulation optimization. - Jie Xu 004; Si Zhang; Edward Huang; Chun-Hung Chen; Loo Hay Lee; Nurcin Celik (CASE, 2014)

A novel performance preserving VM Splitting and Assignment Scheme. - Liu Liu; Jie Xu 004; Hongfang Yu; Lemin Li; Chunming Qiao (ICC, 2014)

A metamodeling-based approach for production planning. - Minqi Li; Feng Yang 016; Jie Xu 004 (WSC, 2014)

Efficient multi-fidelity simulation optimization. - Jie Xu 004; Si Zhang; Edward Huang; Chun-Hung Chen; Loo Hay Lee; Nurcin Celik (WSC, 2014)

An efficient simulation budget allocation method incorporating regression for partitioned domains. - Mark W. Brantley; Loo Hay Lee; Chun-Hung Chen; Jie Xu 004 (Autom., 2014)

Drug Resistance or Re-Emergence? Simulating Equine Parasites. - Jie Xu 004; Anand N. Vidyashankar; Martin K. Nielsen (ACM Trans. Model. Comput. Simul., 2014)

An effective learning procedure for multi-fidelity simulation optimization with ordinal transformation. - Ruidi Chen; Jie Xu 004; Si Zhang; Chun-Hung Chen; Loo Hay Lee (CASE, 2015)

Joint admission control and provisioning for virtual machines. - Liu Liu; Jie Xu 004; Hongfang Yu; Xuetao Wei (ICC, 2015)

Optimal Pricing and Capacity Planning of a New Economy Cloud Computing Service Class. - Jie Xu 004; Chenbo Zhu (ICCAC, 2015)

Stochastic optimization using hellinger distance. - Anand N. Vidyashankar; Jie Xu 004 (WSC, 2015)

Simulation Optimization: A Review and Exploration in the New Era of Cloud Computing and Big Data. - Jie Xu 004; Edward Huang; Chun-Hung Chen; Loo Hay Lee (Asia Pac. J. Oper. Res., 2015)

A new optimal sampling rule for multi-fidelity optimization via ordinal transformation. - Si Zhang; Jie Xu 004; Edward Huang; Chun-Hung Chen (CASE, 2016)

Robust estimation of value-at-risk through correlated frequency and severity model. - Sabyasachi Guharay; KC Chang; Jie Xu 004 (FUSION, 2016)

Co-clustering of diseases, genes, and drugs for identification of their related gene modules. - Arezou Koohi; Houman Homayoun; Jie Xu 004; Mahdi Orooji (ICACI, 2016)

Improving ordinal transformation through optimal combination of multi-model predictions. - Si Zhang; Jie Xu 004; Edward Huang; Chun-Hung Chen; Siyang Gao (ICIT, 2016)

Dynamic data driven application systems for smart cities and urban infrastructures. - Richard M. Fujimoto; Nurcin Celik; Haluk Damgacioglu; Michael Hunter; Dong Jin; Young-Jun Son; Jie Xu 004 (WSC, 2016)

Parallel Empirical Stochastic Branch and Bound for large-scale discrete optimization via Simulation. - Scott Rosen; Peter Salemi; Brian Wickham; Ashley Williams; Christine Harvey; Erin Catlett; Sajjad Taghiyeh; Jie Xu 004 (WSC, 2016)

MO2TOS: Multi-Fidelity Optimization with Ordinal Transformation and Optimal Sampling. - Jie Xu 004; Si Zhang; Edward Huang; Chun-Hung Chen; Loo Hay Lee; Nurcin Celik (Asia Pac. J. Oper. Res., 2016)

Simulation optimization in the era of Industrial 4.0 and the Industrial Internet. - Jie Xu 004; Edward Huang; Liam Y. Hsieh; Loo Hay Lee; Qing-Shan Jia; Chun-Hung Chen (J. Simulation, 2016)

A new particle swarm optimization algorithm for noisy optimization problems. - Sajjad Taghiyeh; Jie Xu 004 (Swarm Intell., 2016)

A Simulation Budget Allocation Procedure for Enhancing the Efficiency of Optimal Subset Selection. - Si Zhang; Loo Hay Lee; Ek Peng Chew; Jie Xu 004; Chun-Hung Chen (IEEE Trans. Autom. Control., 2016)

Balancing Search and Estimation in Random Search Based Stochastic Simulation Optimization. - Chenbo Zhu; Jie Xu 004; Chun-Hung Chen; Loo Hay Lee; Jian-Qiang Hu (IEEE Trans. Autom. Control., 2016)

VMSA: a performance preserving online VM splitting and placement algorithm in dynamic cloud environments. - Liu Liu; Jie Xu 004; Hongfang Yu; Lemin Li; Chunming Qiao (J. Supercomput., 2016)

An optimization approach for team coordination through information sharing. - Yijie Peng; Edward Huang; Jie Xu 004; Chun-Hung Chen (CASE, 2017)

Flexible estimation of risk metric using copula model for the joint severity-frequency loss framework. - Sabyasachi Guharay; KC Chang; Jie Xu 004 (FUSION, 2017)

Optimal Computing Budget Allocation for Particle Swarm Optimization in Stochastic Optimization. - Si Zhang; Jie Xu 004; Loo Hay Lee; Ek Peng Chew; Wai Peng Wong; Chun-Hung Chen (IEEE Trans. Evol. Comput., 2017)

Dynamic Sampling for Feasibility Determination. - Yijie Peng; Jie Song 002; Jie Xu 004; Edwin K. P. Chong (CASE, 2018)

Estimation of Value-at-Risk Using Mixture Copula Model for Heavy-Tailed Operational Risk Losses in Financial, Insurance & Climatological Data. - Sabyasachi Guharay; KC Chang; Jie Xu 004 (FUSION, 2018)

An Economic Analysis of Cloud Computing Service Using Reclaimed Resources. - Chenbo Zhu; Haiying Shen; Jie Xu 004 (CLOUD, 2019)

Monte Carlo tree search with optimal computing budget allocation. - Yunchuan Li; Michael C. Fu 001; Jie Xu 004 (CDC, 2019)

Flexible Expected Shortfall Estimation Using Parametric & Non-Parametric Methods with Applications in Finance, Insurance & Climatology. - Sabyasachi Guharay; KC Chang; Jie Xu 004 (FUSION, 2019)

Generalized Ordinal Learning Framework (GOLF) for Decision Making with Future Simulated Data. - Giulia Pedrielli; K. Selçuk Candan; Xilun Chen 001; Logan Mathesen; Alireza Inanlouganji; Jie Xu 004; Chun-Hung Chen; Loo Hay Lee (Asia Pac. J. Oper. Res., 2019)

Multi-fidelity sampling for efficient simulation-based decision making in manufacturing management. - Jie Song 002; Yunzhe Qiu; Jie Xu 004; Feng Yang 016 (IISE Trans., 2019)

A Coordinate Optimization Approach for Concurrent Design. - Yijie Peng; Edward Huang; Jie Xu 004; Zhongshun Shi; Chun-Hung Chen (IEEE Trans. Autom. Control., 2019)

Efficient Simulation Sampling Allocation Using Multifidelity Models. - Yijie Peng; Jie Xu 004; Loo Hay Lee; Jianqiang Hu; Chun-Hung Chen (IEEE Trans. Autom. Control., 2019)

A Reinforcement Learning Based System for Minimizing Cloud Storage Service Cost. - Haoyu Wang 003; Haiying Shen; Qi Liu; Kevin Zheng; Jie Xu 004 (ICPP, 2020)

Advancing Self-Healing Capabilities in Interconnected Microgrids via Dynamic Data Driven Applications System with Relational Database Management. - Abdurrahman Yavuz; Joshua Darville; Nurcin Celik; Jie Xu 004; Chun-Hung Chen; Brent Langhals; Ryan D. L. Engle (WSC, 2020)

Semiconductor wafer fabrication production planning using multi-fidelity simulation optimisation. - Fan Zhang 081; Jie Song 002; Yingzhuo Dai; Jie Xu 004 (Int. J. Prod. Res., 2020)

Stochastic Control Framework for Determining Feasible Alternatives in Sampling Allocation. - Yijie Peng; Jie Song 002; Jie Xu 004; Edwin K. P. Chong (IEEE Trans. Autom. Control., 2020)

Efficient Simulation Optimization with Simulation Learning. - Travis Goodwin; Jie Xu 004; Chun-Hung Chen; Nurcin Celik (CASE, 2021)

A Study on Efficient Computing Budget Allocation for a Two-Stage Problem. - Tianxiang Wang; Jie Xu 004; Jian-Qiang Hu (Asia Pac. J. Oper. Res., 2021)

Optimal Computing Budget Allocation for regression with gradient information. - Tianxiang Wang; Jie Xu 004; Jian-Qiang Hu; Chun-Hung Chen (Autom., 2021)

Analytics with digital-twinning: A decision support system for maintaining a resilient port. - Chenhao Zhou 001; Jie Xu 004; Elise Miller-Hooks; Weiwen Zhou; Chun-Hung Chen; Loo Hay Lee; Ek Peng Chew; Haobin Li (Decis. Support Syst., 2021)

Analysis Of The Impact Of Cyber Attack On Semiconductor Manufacturing Energy Quantification. - Busra Ezici; Paulo Costa 003; Jie Xu 004 (ANNSIM, 2022)

An Optimal Computing Budget Allocation Tree Policy for Monte Carlo Tree Search. - Yunchuan Li; Michael C. Fu 001; Jie Xu 004 (IEEE Trans. Autom. Control., 2022)

Robust Sampling Budget Allocation Under Deep Uncertainty. - Michael Perry; Jie Xu 004; Edward Huang; Chun-Hung Chen (IEEE Trans. Syst. Man Cybern. Syst., 2022)

Epsilon Optimal Sampling. - Travis Goodwin; Jie Xu 004; Chun-Hung Chen; Nurcin Celik (WSC, 2023)

Efficient estimation of a risk measure requiring two-stage simulation optimization. - Tianxiang Wang; Jie Xu 004; Jian-Qiang Hu; Chun-Hung Chen (Eur. J. Oper. Res., 2023)

A Tutorial for Monte Carlo Tree Search in AI. - Michael C. Fu 001; Daniel Qiu; Jie Xu 004 (WSC, 2024)

A Kidney Paired Donation Program Simulation. - Zhenyu Yue; Michael C. Fu 001; Hadi El-Amine; Jie Xu 004; Chun-Hung Chen (WSC, 2024)

Real-time digital twin-based optimization with predictive simulation learning. - Travis Goodwin; Jie Xu 004; Nurcin Celik; Chun-Hung Chen (J. Simulation, 2024)

A Study of Congestion-Based Information Guidance Policy for Hierarchical Healthcare Systems. - Miao Yu; Jie Xu 004; Xiangling Li; Dandan Yu (Asia Pac. J. Oper. Res., 2024)

Optimal computation budget allocation with Gaussian process regression. - Mingjie Hu; Jie Xu 004; Chun-Hung Chen; Jian-Qiang Hu (Eur. J. Oper. Res., 2025)

Ranking and selection with two-stage decision. - Tianxiang Wang; Jie Xu 004; Juergen Branke; Jian-Qiang Hu; Chun-Hung Chen (Eur. J. Oper. Res., 2025)