activity
20092014
most citedAccurate emulators for large-scale computer experiments

77 citations · 182 across the 6 of their papers we have counts for

collaborators

6 papers

math.ST2014★ 7 cited

A central limit theorem for general orthogonal array based space-filling designs

Xu He, Peter Z. G. Qian

Orthogonal array based space-filling designs (Owen [Statist. Sinica 2 (1992a) 439-452]; Tang [J. Amer. Statist. Assoc. 88 (1993) 1392-1397]) have become popular in computer experim…

stat.ME2014★ 23 cited

On the construction of nested space-filling designs

Fasheng Sun, Min-Qian Liu, Peter Z. G. Qian

Nested space-filling designs are nested designs with attractive low-dimensional stratification. Such designs are gaining popularity in statistics, applied mathematics and engineeri…

stat.OT2014★ 6 cited

Validating Sample Average Approximation Solutions with Negatively Dependent Batches

Jiajie Chen, Cong Han Lim, Peter Z. G. Qian +2

Sample-average approximations (SAA) are a practical means of finding approximate solutions of stochastic programming problems involving an extremely large (or infinite) number of s…

math.ST2012★ 77 cited

Accurate emulators for large-scale computer experiments

Ben Haaland, Peter Z. G. Qian

Large-scale computer experiments are becoming increasingly important in science. A multi-step procedure is introduced to statisticians for modeling such experiments, which builds a…

stat.CO2011★ 3 cited

OEM for least squares problems

Shifeng Xiong, Bin Dai, Peter Z. G. Qian

We propose an algorithm, called OEM (a.k.a. orthogonalizing EM), intended for var- ious least squares problems. The first step, named active orthogonization, orthogonalizes an arbi…

math.ST2009★ 66 cited

Construction of nested space-filling designs

Peter Z. G. Qian, Mingyao Ai, C. F. Jeff Wu

New types of designs called nested space-filling designs have been proposed for conducting multiple computer experiments with different levels of accuracy. In this article, we deve…