A Bayesian approach to constrained single- and multi-objective optimization

Constrained optimization by radial basis function interpolation for high-dimensional expensive black-box problems with infeasible initial points

(2013) Rommel G. Regis   ENGINEERING OPTIMIZATION

Fast calculation of multiobjective probability of improvement and expected improvement criteria for Pareto optimization

(2013) Ivo Couckuyt et al.   JOURNAL OF GLOBAL OPTIMIZATION

Updating Kriging Surrogate Models Based on the Hypervolume Indicator in Multi-Objective Optimization

(2013) Koji Shimoyama et al.   JOURNAL OF MECHANICAL DESIGN

Fast Parallel Kriging-Based Stepwise Uncertainty Reduction With Application to the Identification of an Excursion Set

(2013) Clément Chevalier et al.   TECHNOMETRICS

Infill sampling criteria for surrogate-based optimization with constraint handling

(2012) J. M. Parr et al.   ENGINEERING OPTIMIZATION

Non-stationary kriging for design optimization

(2011) D. J.J. Toal et al.   ENGINEERING OPTIMIZATION

Sequential Monte Carlo for rare event estimation

(2011) F. Cérou et al.   STATISTICS AND COMPUTING

Sequential design of computer experiments for the estimation of a probability of failure

(2011) Julien Bect et al.   STATISTICS AND COMPUTING

Surrogate-assisted evolutionary computation: Recent advances and future challenges

(2011) Yaochu Jin   Swarm and Evolutionary Computation

HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization

(2010) Johannes Bader et al.   EVOLUTIONARY COMPUTATION

The pseudo-marginal approach for efficient Monte Carlo computations

(2009) Christophe Andrieu et al.   ANNALS OF STATISTICS

S-Metric Calculation by Considering Dominated Hypervolume as Klee's Measure Problem

(2009) Nicola Beume   EVOLUTIONARY COMPUTATION

Expensive Multiobjective Optimization by MOEA/D With Gaussian Process Model

(2009) Qingfu Zhang et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Examples of Adaptive MCMC

(2009) Gareth O. Roberts et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Choosing the Sample Size of a Computer Experiment: A Practical Guide

(2009) Jason L. Loeppky et al.   TECHNOMETRICS

An informational approach to the global optimization of expensive-to-evaluate functions

(2008) Julien Villemonteix et al.   JOURNAL OF GLOBAL OPTIMIZATION

A tutorial on adaptive MCMC

(2008) Christophe Andrieu et al.   STATISTICS AND COMPUTING