Christine A. Shoemaker

Orcid: 0000-0003-0895-0361

According to our database1, Christine A. Shoemaker authored at least 55 papers between 1980 and 2024.

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Bibliography

2024
Learning active subspaces and discovering important features with Gaussian radial basis functions neural networks.
Neural Networks, 2024

Enhancing algal bloom forecasting: A novel framework for machine learning performance evaluation during periods of special temporal patterns.
Environ. Model. Softw., 2024

Enhanced watershed model evaluation incorporating hydrologic signatures and consistency within efficient surrogate multi-objective optimization.
Environ. Model. Softw., 2024

2023
Reference Vector Assisted Candidate Search with Aggregated Surrogate for Computationally Expensive Many Objective Optimization Problems.
INFORMS J. Comput., 2023

2022
Integrating ε-dominance and RBF surrogate optimization for solving computationally expensive many-objective optimization problems.
J. Glob. Optim., 2022

Early termination strategies with asynchronous parallel optimization in application to automatic calibration of groundwater PDE models.
Environ. Model. Softw., 2022

Improving the speed of global parallel optimization on PDE models with processor affinity scheduling.
Comput. Aided Civ. Infrastructure Eng., 2022

2021
Efficient parallel surrogate optimization algorithm and framework with application to parameter calibration of computationally expensive three-dimensional hydrodynamic lake PDE models.
Environ. Model. Softw., 2021

Input parameter tuning of 3D biodiesel engine simulation using parallel surrogate optimization algorithm.
Comput. Chem. Eng., 2021

Multi-objective optimization of an integrated biomass waste fixed-bed gasification system for power and biochar co-production.
Comput. Chem. Eng., 2021

Hyper-Parameter Optimization for Deep Learning by Surrogate-based Model with Weighted Distance Exploration.
Proceedings of the IEEE Congress on Evolutionary Computation, 2021

2020
CuttleSys: Data-Driven Resource Management forInteractive Applications on Reconfigurable Multicores.
CoRR, 2020

Global Optimization for Noisy Expensive Black-Box Multi-Modal Functions Via Radial Basis Function Surrogate.
Proceedings of the Winter Simulation Conference, 2020

A Hybrid of Shrinking Ball Method and Optimal Large Deviation Rate Estimation in Continuous Contextual Simulation Optimization with Single Observation.
Proceedings of the Winter Simulation Conference, 2020

CuttleSys: Data-Driven Resource Management for Interactive Services on Reconfigurable Multicores.
Proceedings of the 53rd Annual IEEE/ACM International Symposium on Microarchitecture, 2020

Combining Adaptive Budget Allocation with Surrogate Methodology in Solving Continuous Scenario-based Simulation Optimization.
Proceedings of the 16th IEEE International Conference on Automation Science and Engineering, 2020

2019
An on-line variable-fidelity surrogate-assisted harmony search algorithm with multi-level screening strategy for expensive engineering design optimization.
Knowl. Based Syst., 2019

pySOT and POAP: An event-driven asynchronous framework for surrogate optimization.
CoRR, 2019

Efficient Multi-Objective Optimization through Population-based Parallel Surrogate Search.
CoRR, 2019

Surrogate Many Objective Optimization: Combining Evolutionary Search, \epsilon -Dominance and Connected Restarts.
Proceedings of the Optimization of Complex Systems: Theory, 2019

SOP-Hybrid: A Parallel Surrogate-Based Candidate Search Algorithm for Expensive Optimization on Large Parallel Clusters.
Proceedings of the Optimization of Complex Systems: Theory, 2019

2018
Dynamic Optimization with Particle Swarms (DOPS): a meta-heuristic for parameter estimation in biochemical models.
BMC Syst. Biol., 2018

2017
SOMS: SurrOgate MultiStart algorithm for use with nonlinear programming for global optimization.
Int. Trans. Oper. Res., 2017

Managing competitive municipal solid waste treatment systems: An agent-based approach.
Eur. J. Oper. Res., 2017

An Adaptive Particle Swarm Algorithm for Unconstrained Global Optimization of Multimodal Functions.
Proceedings of the 9th International Conference on Machine Learning and Computing, 2017

Efficient Hyperparameter Optimization for Deep Learning Algorithms Using Deterministic RBF Surrogates.
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
SOP: parallel surrogate global optimization with Pareto center selection for computationally expensive single objective problems.
J. Glob. Optim., 2016

Multi objective optimization of computationally expensive multi-modal functions with RBF surrogates and multi-rule selection.
J. Glob. Optim., 2016

Hyperparameter Optimization of Deep Neural Networks Using Non-Probabilistic RBF Surrogate Model.
CoRR, 2016

2015
Hierarchical multi-reservoir optimization modeling for real-world complexity with application to the Three Gorges system.
Environ. Model. Softw., 2015

Global sensitivity analysis for computationally expensive models based on radial basis function interpolationand optimization.
Proceedings of the 2015 IEEE International Conference on Industrial Engineering and Engineering Management, 2015

2014
SO-I: a surrogate model algorithm for expensive nonlinear integer programming problems including global optimization applications.
J. Glob. Optim., 2014

Influence of ensemble surrogate models and sampling strategy on the solution quality of algorithms for computationally expensive black-box global optimization problems.
J. Glob. Optim., 2014

SO-MODS: Optimization for high dimensional computationally expensive multi-modal functions with surrogate search.
Proceedings of the IEEE Congress on Evolutionary Computation, 2014

2013
Global Convergence of Radial Basis Function Trust-Region Algorithms for Derivative-Free Optimization.
SIAM Rev., 2013

A quasi-multistart framework for global optimization of expensive functions using response surface models.
J. Glob. Optim., 2013

SO-MI: A surrogate model algorithm for computationally expensive nonlinear mixed-integer black-box global optimization problems.
Comput. Oper. Res., 2013

Flicker: a dynamically adaptive architecture for power limited multicore systems.
Proceedings of the 40th Annual International Symposium on Computer Architecture, 2013

2011
Global Convergence of Radial Basis Function Trust Region Derivative-Free Algorithms.
SIAM J. Optim., 2011

2010
Scalable thread scheduling and global power management for heterogeneous many-core architectures.
Proceedings of the 19th International Conference on Parallel Architectures and Compilation Techniques, 2010

2009
Parallel Stochastic Global Optimization Using Radial Basis Functions.
INFORMS J. Comput., 2009

2008
ORBIT: Optimization by Radial Basis Function Interpolation in Trust-Regions.
SIAM J. Sci. Comput., 2008

2007
Improved Strategies for Radial basis Function Methods for Global Optimization.
J. Glob. Optim., 2007

A Stochastic Radial Basis Function Method for the Global Optimization of Expensive Functions.
INFORMS J. Comput., 2007

Parallel radial basis function methods for the global optimization of expensive functions.
Eur. J. Oper. Res., 2007

2005
Constrained Global Optimization of Expensive Black Box Functions Using Radial Basis Functions.
J. Glob. Optim., 2005

2004
Local function approximation in evolutionary algorithms for the optimization of costly functions.
IEEE Trans. Evol. Comput., 2004

2003
MAPO: using a committee of algorithm-experts for parallel optimization of costly functions.
Proceedings of the SPAA 2003: Proceedings of the Fifteenth Annual ACM Symposium on Parallelism in Algorithms and Architectures, 2003

1999
Applying Experimental Design and Regression Splines to High-Dimensional Continuous-State Stochastic Dynamic Programming.
Oper. Res., 1999

1995
Parallel Algorithms for Stochastic Dynamic Programming with Continuous State and Control Variables.
INFORMS J. Comput., 1995

1993
Parallel Processing of Large Scale Discrete-Time Unconstrained Differential Dynamic Programming.
Parallel Comput., 1993

Numerical Solution of Continuous-State Dynamic Programs Using Linear and Spline Interpolation.
Oper. Res., 1993

A Parallel Clustered Dynamic Programming Algorithm for Discrete Time Optimal Control Problems.
Proceedings of the Sixth SIAM Conference on Parallel Processing for Scientific Computing, 1993

1982
Optimal Integrated Control of Univoltine Pest Populations with Age Structure.
Oper. Res., 1982

1980
Determining Optimal Use of Resources among Regional Producers under Differing Levels of Cooperation.
Oper. Res., 1980


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