Mendota Research Group: Data Science for Impacting Physical Sciences, Engineering and Industry

Selected Publications by Prof. Chien and His Collaborators

• Joint with Sadeghi, S., Hung, T. and Arora, N. (2022), Sliced Designs for Four-Platform Online Experiments, New England Journal of Statistics in Data Science, to appear.
  
• Joint with Huling, J. D. (2022), Fast penalized regression and cross validation for tall data with the oem package, Journal of Statistical Software, to appear.
  
• Joint with Hung, T. (2021), A Random Fourier Feature Method for Emulating Computer Models with Gradient Information, Techometrics , to appear.
  
• Joint with Nie, X., Morgan, D. and Kaczmarowski, A. (2020), A Statistical Method for Emulation of Computer Models with Invariance-Preserving Properties, with Application to Structural Energy Prediction, Journal of American Statistical Association , 115, 1798-1811.
  
• Joint with Sadeghi, S. and Arora, N. (2020), Sliced Designs for Multi-Platform Online Experiments, Technometrics , 62, 387-402.
  
• Joint with He, X. (2018), On the Instability Issue of Gradient-enhanced Gaussian Process Emulators for Computer Experiments, Journal of Uncertainty Quantification , 6, 627–644.
  
• Joint with Huling, J. (2018), Fast Penalized Regression and Cross Validation for Tall Data with the OEM Package, Journal of Statistical Software , to appear.
  
• Joint with Chen, Y., Qi, Y. and Liu, Q. (2018), Sequential Sampling Enhanced Composite Likelihood Approach to Estimation of Social Intercorrelations in Large-scale Networks, Quantitative Marketing and Economics , 16, 409–440.
  
• Joint with Xiong, S., Dai, B. and Huling, J. (2016), Orthogonalizing EM: A design-based least squares algorithm, Technometrics , 58, 285-293.
• Joint with Xu, X. and Liu, Q. (2016), Samurai Sudoku-Based Space-Filling Designs for Data Pooling, The American Statistician , 20, 1-8.
• Joint with Xu, J. and Chen, J. (2015), Sequentially Refined Latin Hypercube Designs: Reusing Every Point, Journal of the American Statistical Association, 110(512), 1696-1706.
• Joint with Hwang, Y. and He, X. (2015), Sliced Orthogonal Array Based Latin Hypercube Designs, Technometrics, 58, 50-61.
• Joint with He, X. (2014), A Central Limit Theorem for General Orthogonal Array Based Space-Filling Designs, Annals of Statistics, 42, 1725-1750.
• Joint with Sun, F. and Liu, M. (2014), On the Construction of Nested Space-filling Designs, Annals of Statistics, 42, 1394-1425.
• Joint with Chen, J. (2013), Latin hypercube designs with controlled correlations and multi-dimensional stratification, Biometrika, 101, 319-332.
• Joint with Zhang, Q. (2013), Designs for crossvalidating approximation models, Biometrika, 100, 997-1004.
• Joint with Zhang, Q., Deng, X. and Wang, X. (2013), Spatial Modeling for Refining and Predicting Surface Potential Mapping with Enhanced Resolution, The Royal Society of Chemistry Nanoscale, 5, 921-926.
• (2012), Sliced Latin Hypercube Designs, Journal of the American Statistical Association, 107, 393-399.
• Joint with Haaland, B. (2011), Accurate Emulators for Large-scale Computer Experiments, Annals of Statistics, 39(6), 2974-3002.
• Joint with Xu, X. and Haaland, B. (2011), Sudoku-Based Space-Filling Designs, Biometrika, 98, 711-720.
• Joint with He, X. (2011), Nested Orthogonal Array Based Latin Hypercube Designs, Biometrika, 98, 721-731.
• Joint with Haaland, B., Min, and Amemiya, Y. (2010), A Statistical Approach to Thermal Management of Data Centers under Steady State and System Perturbations, Journal of the American Statistical Association, 105, 1030-1041.
• Joint with Ai, M. (2010), Nested Lattice Sampling: A New Sampling Scheme Derived by Randomizing Nested Orthogonal Arrays, the Journal of the American Statistical Association, 105, 1147-1155.
• Joint with Tang, Q. (2010), Enhancing the Sample Average Approximation Method with U Designs, Biometrika, 97, 947-960.
• Joint with Wang, F., Hwang, Y. and Wang, X. (2010), A Statistics-Guided Approach to Precise Characterization of Nanowire Morphology, American Chemical Society Nano, 4, 855-862.
• Joint with Wu, J. (2009), Sliced Space-Filling Designs, Biometrika, 96, 945-956.
• (2009), Nested Latin Hypercube Designs, Biometrika, 96, 957-970.
• Joint with Ai, M. and Wu, J. (2009), Construction of Nested Space-Filling Designs, Annals of Statistics, 37, 3616-43.
• Joint with Wu, H. and Wu, J. (2008), Gaussian Process Models for Computer Experiments with Qualitative and Quantitative Factors, Technometrics, 50, 383-396.
• Joint with Mukerjee, R. and Wu, J. (2008), On the Existence of Nested Orthogonal Arrays, Discrete Mathematics, 308, 4635-4642.