Global deterministic and stochastic optimization in a service oriented architecture. - Chaitra Raghunath; Tyler H. Chang; Layne T. Watson; Mohamed Jrad; Rakesh K. Kapania; Raymond M. Kolonay (SpringSim (HPC), 2017)

A polynomial time algorithm for multivariate interpolation in arbitrary dimension via the Delaunay triangulation. - Tyler H. Chang; Layne T. Watson; Thomas C. H. Lux; Bo Li 032; Li Xu; Ali Raza Butt; Kirk W. Cameron; Yili Hong 001 (ACM Southeast Regional Conference, 2018)

Novel meshes for multivariate interpolation and approximation. - Thomas C. H. Lux; Layne T. Watson; Tyler H. Chang; Jon Bernard; Bo Li 032; Xiaodong Yu 001; Li Xu; Godmar Back; Ali Raza Butt; Kirk W. Cameron; Danfeng Yao; Yili Hong 001 (ACM Southeast Regional Conference, 2018)

Predicting system performance by interpolation using a high-dimensional delaunay triangulation. - Tyler H. Chang; Layne T. Watson; Thomas C. H. Lux; Jon Bernard; Bo Li 032; Li Xu; Godmar Back; Ali Raza Butt; Kirk W. Cameron; Yili Hong 001 (SpringSim (HPC), 2018)

Predictive modeling of I/O characteristics in high performance computing systems. - Thomas C. H. Lux; Layne T. Watson; Tyler H. Chang; Jon Bernard; Bo Li 032; Li Xu; Godmar Back; Ali Raza Butt; Kirk W. Cameron; Yili Hong 001 (SpringSim (HPC), 2018)

Least-squares solutions to polynomial systems of equations with quantum annealing. - Tyler H. Chang; Thomas C. H. Lux; Sai Sindhura Tipirneni (Quantum Inf. Process., 2019)

Managing Computationally Expensive Blackbox Multiobjective Optimization Problems Wwth Libensemble. - Tyler H. Chang; Jeffrey Larson 001; Layne T. Watson; Thomas C. H. Lux (SpringSim, 2020)

An Algorithm for Constructing Monotone Quintic Interpolating Splines. - Thomas C. H. Lux; Layne T. Watson; Tyler H. Chang; Li Xu; Yueyao Wang; Yili Hong 001 (SpringSim, 2020)

Multiobjective Optimization of the Variability of the High-Performance Linpack Solver. - Tyler H. Chang; Jeffrey Larson 001; Layne T. Watson (WSC, 2020)

Prediction of High-Performance Computing Input/Output Variability and Its Application to Optimization for System Configurations. - Li Xu; Thomas Lux; Tyler H. Chang; Bo Li 032; Yili Hong 001; Layne T. Watson; Ali Raza Butt; Danfeng Yao; Kirk W. Cameron (CoRR, 2020)

Modeling I/O performance variability in high-performance computing systems using mixture distributions. - Li Xu; Yueyao Wang; Thomas Lux; Tyler H. Chang; Jon Bernard; Bo Li 032; Yili Hong 001; Kirk W. Cameron; Layne T. Watson (J. Parallel Distributed Comput., 2020)

Algorithm 1012: DELAUNAYSPARSE: Interpolation via a Sparse Subset of the Delaunay Triangulation in Medium to High Dimensions. - Tyler H. Chang; Layne T. Watson; Thomas C. H. Lux; Ali Raza Butt; Kirk W. Cameron; Yili Hong 001 (ACM Trans. Math. Softw., 2020)

Mathematical Software for Multiobjective Optimization Problems. - Tyler H. Chang (2020)

Interpolation of sparse high-dimensional data. - Thomas C. H. Lux; Layne T. Watson; Tyler H. Chang; Yili Hong 001; Kirk W. Cameron (Numer. Algorithms, 2021)

Algorithm 1028: VTMOP: Solver for Blackbox Multiobjective Optimization Problems. - Tyler H. Chang; Layne T. Watson; Jeffrey Larson 001; Nicole Neveu; William I. Thacker; Shubhangi G. Deshpande; Thomas C. H. Lux (ACM Trans. Math. Softw., 2022)

SF-SFD: Stochastic Optimization of Fourier Coefficients to Generate Space-Filling Designs. - Manisha Garg; Tyler H. Chang; Krishnan Raghavan (WSC, 2023)

Designing a Framework for Solving Multiobjective Simulation Optimization Problems. - Tyler H. Chang; Stefan M. Wild (CoRR, 2023)

A framework for fully autonomous design of materials via multiobjective optimization and active learning: challenges and next steps. - Tyler H. Chang; Jakob R. Elias; Stefan M. Wild; Santanu Chaudhuri; Joseph A. Libera (CoRR, 2023)

Parallel Multi-Objective Hyperparameter Optimization with Uniform Normalization and Bounded Objectives. - Romain Egele; Tyler H. Chang; Yixuan Sun; Venkatram Vishwanath; Prasanna Balaprakash (CoRR, 2023)

Comparison of multiobjective optimization methods for the LCLS-II photoinjector. - Nicole Neveu; Tyler H. Chang; Paris Franz; Stephen Hudson; Jeffrey Larson 001 (Comput. Phys. Commun., 2023)

ParMOO: A Python library for parallel multiobjective simulation optimization. - Tyler H. Chang; Stefan M. Wild (J. Open Source Softw., 2023)

Algorithm 1031: MQSI - Monotone Quintic Spline Interpolation. - Thomas Lux; Layne T. Watson; Tyler H. Chang; William I. Thacker (ACM Trans. Math. Softw., 2023)

Remark on Algorithm 1012: Computing Projections with Large Datasets. - Tyler H. Chang; Layne T. Watson; Sven Leyffer; Thomas C. H. Lux; Hussain M. J. Almohri (ACM Trans. Math. Softw., 2024)

Leveraging interpolation models and error bounds for verifiable scientific machine learning. - Tyler H. Chang; Andrew Gillette; Romit Maulik (J. Comput. Phys., 2025)