Selected Publications

 

    2017

  • Nie, X., Huling, J. and Qian, P. Z. G. (2017), GOEM: Generalized Orthogonalizing EM Algorithm for Large-scale Statistical Computing, Technometrics , in press.
    [pdf]
  • 2016

  • Xiong, S., Dai, B., Huling, J., and Qian, P. Z. G. (2016), Orthogonalizing EM: A design-based least squares algorithm, Technometrics , in press.
    [pdf]
  • Xu, X., Qian, P. Z. G. and Liu, Q. (2016), Samurai Sudoku-Based Space-Filling Designs for Data Pooling, The American Statistician , in press.
    [pdf]
  • 2015

  • Xu, J., Chen, J. and Qian, P. Z. G. (2015), Sequentially Refined Latin Hypercube Designs: Reusing Every Point, Journal of the American Statistical Association, 110(512), 1696-1706.
    [pdf]
  • Hwang, Y., He, X. and Qian, P. Z. G. (2015), Sliced Orthogonal Array Based Latin Hypercube Designs, Technometrics, in press.
    [pdf]
  • 2014

  • He, X. and Qian, P. Z. G. (2014), A Central Limit Theorem for General Orthogonal Array Based Space-Filling Designs, Annals of Statistics, 42, 1725-1750.
    [pdf]
  • Sun, F., Liu, M. and Qian, P. Z. G. (2014), On the Construction of Nested Space-filling Designs, Annals of Statistics, 42, 1394-1425.
    [pdf]
  • 2013

  • Chen, J., and Qian, P. Z. G. (2013), Latin hypercube designs with controlled correlations and multi-dimensional stratification, Biometrika, 101, 319-332.
    [pdf]
  • Zhang, Q., and Qian, P. Z. G. (2013), Designs for crossvalidating approximation models, Biometrika, 100, 997-1004.
    [pdf]
  • Zhang, Q., Deng, X., Qian, P. Z. G. 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.
    [pdf]
  • Yang, J., Lin, D., Qian, P. Z. G. and Lin, D. (2013), Construction of Sliced Orthogonal Latin Hypercube Designs, Statistica Sinica, 23, 1117-1130.
    [pdf]
  • 2012

  • Qian, P. Z. G. (2012), Sliced Latin Hypercube Designs, Journal of the American Statistical Association, 107, 393-399.
    [pdf]
  • 2011

  • Haaland, B. and Qian, P. Z. G. (2011), Accurate Emulators for Large-scale Computer Experiments, Annals of Statistics, 39(6), 2974-3002.
    [pdf]
  • Xu, X., Haaland, B. and Qian, P. Z. G. (2011), Sudoku-Based Space-Filling Designs, Biometrika, 98, 711-720.
    [pdf]
  • He, X. and Qian, P. Z. G. (2011), Nested Orthogonal Array Based Latin Hypercube Designs, Biometrika, 98, 721-731.
    [pdf]
  • Zhou, Q., Qian, P. Z. G. and Zhou, S. (2011), Surrogate Modeling of Multistage Assembly Processes Using Integrated Emulation, the American Society of Mechanical Engineers (ASME) Journal of Mechanical Design, 134, 011002.
    [pdf]
  • 2010

  • Haaland, B., Min, W., Qian, P. Z. G. 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.
    [pdf]
  • Haaland, B. and Qian, P. Z. G. (2010), An Approach to Constructing Nested Space-Filling Designs for Multi-Fidelity Computer Experiments, Statistica Sinica, 20, 1063-1075.
    [pdf]
  • Qian, P. Z. G. and 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.
    [pdf]
  • Tang, Q. and Qian, P. Z. G. (2010), Enhancing the Sample Average Approximation Method with U Designs, Biometrika, 97, 947-960.
    [pdf]
  • Wang, F., Hwang, Y., Qian, P. Z. G. and Wang, X. (2010), A Statistics-Guided Approach to Precise Characterization of Nanowire Morphology, American Chemical Society Nano, 4, 855-862.
    [pdf]
  • 2009

  • Qian, P. Z. G. and Wu, C. F. J. (2009), Sliced Space-Filling Designs, Biometrika, 96, 945-956.
    [pdf]
  • Qian, P. Z. G (2009), Nested Latin Hypercube Designs, Biometrika, 96, 957-970.
    [pdf]
  • Qian, P. Z. G., Ai, M. and Wu, C. F. J. (2009), Construction of Nested Space-Filling Designs, Annals of Statistics, 37, 3616-43.
    [pdf]
  • Qian, P. Z. G., Tang, B. and Wu, C. F. J. (2009), Nested Space-Filling Designs for Experiments with Two Levels of Accuracy, Statistica Sinica, 19, 287-300.
    [pdf]
  • 2008

  • Qian, P. Z. G., Wu, H. and Wu, C. F. J. (2008), Gaussian Process Models for Computer Experiments with Qualitative and Quantitative Factors, Technometrics, 50, 383-396.
    [pdf]
  • Mukerjee, R., Qian, P. Z. G. and Wu, C. F. J. (2008), On the Existence of Nested Orthogonal Arrays, Discrete Mathematics, 308, 4635-4642.
    [pdf]

 

Reports

 

  • Xu, X., Hwang, Y., Kim, T., Wang, F., Wang, X. and Qian, P. Z. G. (2013), Sequential Synthesis of Nanomaterials via Level-expansion.
    [pdf]
  • Deng, X., Lin, C. D., and Qian, P. Z. G. (2013), The Lasso with Nearly Orthogonal Latin Hypercube Designs.
    [pdf]
  • Chen, Y., Liu, Q., and Qian, P. Z. G. (2013), Sequential Sampling Enhanced Composite Likelihood Approach to Estimation of Social Intercorrelations in Large-Scale Networks.
    [pdf]