MAPO: using a committee of algorithm-experts for parallel optimization of costly functions. - Christine A. Shoemaker; Rommel G. Regis (SPAA, 2003)

An improved approximation algorithm for the partial Latin square extension problem. - Carla P. Gomes; Rommel G. Regis; David B. Shmoys (Oper. Res. Lett., 2004)

Local function approximation in evolutionary algorithms for the optimization of costly functions. - Rommel G. Regis; Christine A. Shoemaker (IEEE Trans. Evol. Comput., 2004)

Constrained Global Optimization of Expensive Black Box Functions Using Radial Basis Functions. - Rommel G. Regis; Christine A. Shoemaker (J. Glob. Optim., 2005)

Parallel radial basis function methods for the global optimization of expensive functions. - Rommel G. Regis; Christine A. Shoemaker (Eur. J. Oper. Res., 2007)

A Stochastic Radial Basis Function Method for the Global Optimization of Expensive Functions. - Rommel G. Regis; Christine A. Shoemaker (INFORMS J. Comput., 2007)

Improved Strategies for Radial basis Function Methods for Global Optimization. - Rommel G. Regis; Christine A. Shoemaker (J. Glob. Optim., 2007)

ORBIT: Optimization by Radial Basis Function Interpolation in Trust-Regions. - Stefan M. Wild; Rommel G. Regis; Christine A. Shoemaker (SIAM J. Sci. Comput., 2008)

Parallel Stochastic Global Optimization Using Radial Basis Functions. - Rommel G. Regis; Christine A. Shoemaker (INFORMS J. Comput., 2009)

Convergence guarantees for generalized adaptive stochastic search methods for continuous global optimization. - Rommel G. Regis (Eur. J. Oper. Res., 2010)

Stochastic radial basis function algorithms for large-scale optimization involving expensive black-box objective and constraint functions. - Rommel G. Regis (Comput. Oper. Res., 2011)

Surrogate-assisted evolutionary programming for high dimensional constrained black-box optimization. - Rommel G. Regis (GECCO (Companion), 2012)

A quasi-multistart framework for global optimization of expensive functions using response surface models. - Rommel G. Regis; Christine A. Shoemaker (J. Glob. Optim., 2013)

Particle swarm with radial basis function surrogates for expensive black-box optimization. - Rommel G. Regis (J. Comput. Sci., 2014)

Evolutionary Programming for High-Dimensional Constrained Expensive Black-Box Optimization Using Radial Basis Functions. - Rommel G. Regis (IEEE Trans. Evol. Comput., 2014)

The calculus of simplex gradients. - Rommel G. Regis (Optim. Lett., 2015)

Global optimization using q-gradients. - Érica Josiane Coelho Gouvêa; Rommel G. Regis; Aline C. Soterroni; Marluce da Cruz Scarabello; Fernando Manuel Ramos (Eur. J. Oper. Res., 2016)

A surrogate-assisted evolution strategy for constrained multi-objective optimization. - Rituparna Datta; Rommel G. Regis (Expert Syst. Appl., 2016)

Multi-objective constrained black-box optimization using radial basis function surrogates. - Rommel G. Regis (J. Comput. Sci., 2016)

On the Convergence of Adaptive Stochastic Search Methods for Constrained and Multi-objective Black-Box Optimization. - Rommel G. Regis (J. Optim. Theory Appl., 2016)

CONORBIT: constrained optimization by radial basis function interpolation in trust regions. - Rommel G. Regis; Stefan M. Wild (Optim. Methods Softw., 2017)

Surrogate-Assisted Particle Swarm with Local Search for Expensive Constrained Optimization. - Rommel G. Regis (BIOMA, 2018)

Accelerated Random Search for constrained global optimization assisted by Radial Basis Function surrogates. - Luigi Nuñez; Rommel G. Regis; Kayla Varela (J. Comput. Appl. Math., 2018)

Benchmarking constrained surrogate-based optimization on low speed airfoil design problems. - Pramudita Satria Palar; Yohanes Bimo Dwianto; Rommel G. Regis; Akira Oyama; Lavi Rizki Zuhal (GECCO (Companion), 2019)

A hybrid between a surrogate-assisted evolutionary algorithm and a trust region method for constrained optimization. - Rommel G. Regis (GECCO (Companion), 2019)

A Survey of Surrogate Approaches for Expensive Constrained Black-Box Optimization. - Rommel G. Regis (WCGO, 2019)

Machine Learning and Statistical Models for the Prevalence of Multiple Sclerosis. - Nicholas Mandarano; Rommel G. Regis; Elizabeth Bloom (LOD (2), 2020)

High-Dimensional Constrained Discrete Multi-objective Optimization Using Surrogates. - Rommel G. Regis (LOD (2), 2020)

Large-Scale Discrete Constrained Black-Box Optimization Using Radial Basis Functions. - Rommel G. Regis (SSCI, 2020)

A multiobjective approach for maximizing the reach or GRP of different brands in TV advertising. - Vivian M. Evangelista; Rommel G. Regis (Int. Trans. Oper. Res., 2020)

A two-phase surrogate approach for high-dimensional constrained discrete multi-objective optimization. - Rommel G. Regis (GECCO Companion, 2021)

High-Dimensional Constrained Discrete Expensive Black-Box Optimization Using a Two-Phase Surrogate Approach. - Rommel G. Regis (ICCSA (5), 2021)

A Hybrid Surrogate-Assisted Accelerated Random Search and Trust Region Approach for Constrained Black-Box Optimization. - Rommel G. Regis (LOD, 2021)

Accelerated Random Search for Black-Box Constraint Satisfaction and Optimization. - Jenna N. Iorio; Rommel G. Regis (SSCI, 2021)

On the properties of the cosine measure and the uniform angle subspace. - Rommel G. Regis (Comput. Optim. Appl., 2021)

A Bootstrap-Surrogate Approach for Sequential Experimental Design for Simulation Models. - Rommel G. Regis (ICCSA (Workshops 1), 2022)

Hyperparameter Tuning of Random Forests Using Radial Basis Function Models. - Rommel G. Regis (LOD (1), 2022)

Radial Basis Function and Bayesian Methods for the Hyperparameter Optimization of Classification Random Forests. - Rommel G. Regis (ICCSA (Workshops 2), 2023)

Parallelizing High Dimensional Surrogate-Based Discrete Multi-objective Optimization with Constraints. - Rommel G. Regis (LION, 2024)