Optimization by moving ridge functions: derivative-free optimization for computationally intensive functions

SciPy 1.0: fundamental algorithms for scientific computing in Python

(2020) Pauli Virtanen et al.   NATURE METHODS

Embedded ridge approximations

(2020) Chun Yui Wong et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Improving the Flexibility and Robustness of Model-based Derivative-free Optimization Solvers

(2019) Coralia Cartis et al.   ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE

Global aerodynamic design optimization based on data dimensionality reduction

(2018) Yasong QIU et al.   Chinese Journal of Aeronautics

Data-Driven Polynomial Ridge Approximation Using Variable Projection

(2018) Jeffrey M. Hokanson et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Dimension reduction in magnetohydrodynamics power generation models: Dimensional analysis and active subspaces

(2017) Andrew Glaws et al.   Statistical Analysis and Data Mining

Time-dependent global sensitivity analysis with active subspaces for a lithium ion battery model

(2017) Paul G. Constantine et al.   Statistical Analysis and Data Mining

A Note on Performance Profiles for Benchmarking Software

(2016) Nicholas Gould et al.   ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE

Bayesian Optimization in a Billion Dimensions via Random Embeddings

(2016) Ziyu Wang et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Design-space dimensionality reduction in shape optimization by Karhunen–Loève expansion

(2015) Matteo Diez et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

CUTEst: a Constrained and Unconstrained Testing Environment with safe threads for mathematical optimization

(2014) Nicholas I. M. Gould et al.   COMPUTATIONAL OPTIMIZATION AND APPLICATIONS

Convergence of Trust-Region Methods Based on Probabilistic Models

(2014) A. S. Bandeira et al.   SIAM JOURNAL ON OPTIMIZATION

Active Subspace Methods in Theory and Practice: Applications to Kriging Surfaces

(2014) Paul G. Constantine et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Computation of sparse low degree interpolating polynomials and their application to derivative-free optimization

(2012) A. S. Bandeira et al.   MATHEMATICAL PROGRAMMING

Dynamic Pricing with Online Learning and Strategic Consumers: An Application of the Aggregating Algorithm

(2009) Tatsiana Levina et al.   OPERATIONS RESEARCH

Global Convergence of General Derivative-Free Trust-Region Algorithms to First- and Second-Order Critical Points

(2009) Andrew R. Conn et al.   SIAM JOURNAL ON OPTIMIZATION

Benchmarking Derivative-Free Optimization Algorithms

(2009) Jorge J. Moré et al.   SIAM JOURNAL ON OPTIMIZATION

Biobjective Design Optimization for Axial Compressors Using Tabu Search

(2008) T. Kipouros et al.   AIAA JOURNAL

On the geometry phase in model-based algorithms for derivative-free optimization

(2008) Giovanni Fasano et al.   OPTIMIZATION METHODS & SOFTWARE