Photo of Eunhye Song

Eunhye Song

Harold and Inge Marcus Early Career Assistant Professor

Affiliation(s):

  • Industrial and Manufacturing Engineering

219 Leonhard Building

eus358@psu.edu

814-863-2365

Personal or Departmental Website

Research Areas:

Operations Research

Interest Areas:

Simulation uncertainty quantification and sensitivity analysis, simulation optimization under model risk, large-scale discrete optimization via simulation

 
 

 

Education

  • BS, Industrial and Systems Engineering, Korea Advanced Institute of Science and Technology, 2009
  • MS, Industrial and Systems Engineering, Korea Advanced Institute of Science and Technology, 2012
  • Ph D, Industrial Engineering and Management Sciences, Northwestern University, 2017

Publications

Book, Chapters

  • Eunhye Song and Barry L Nelson, 2017, Input model risk, Springer, pp. 63–80

Journal Articles

  • Eunhye Song and Barry L Nelson, 2018, "Input-Output Uncertainty Comparisons for Optimization via Simulation", Operations Research
  • Eunhye Song, Barry L Nelson and Jeremy Staum, 2016, "Shapley effects for global sensitivity analysis: Theory and computation", SIAM/ASA Journal on Uncertainty Quantification, 4, (1), pp. 1060–1083
  • Eunhye Song and Barry L Nelson, 2015, "Quickly assessing contributions to input uncertainty", IIE Transactions, 47, (9), pp. 893–909
  • Y Lin, Eunhye Song and Barry L Nelson, 2015, "Single-experiment input uncertainty", Journal of Simulation, 9, (3), pp. 249–259
  • Peter Salemi, Eunhye Song, Barry L Nelson and Jeremy Staum, , "Gaussian Markov Random Fields for Discrete Optimization via Simulation: Framework and Algorithms", Operations Research

Conference Proceedings

  • Mark Semelhago, Barry L Nelson, Andreas Waechter and Eunhye Song, 2017, "Computational Method for Optimization via Simulation Using Gaussian Markov Random Fields", Proceedings of Winter Simulation Conference (WSC), 2017
  • Eunhye Song, Barry L Nelson and L Jeff Hong, 2015, "Input uncertainty and indifference-zone ranking & selection", pp. 414–424
  • Eunhye Song, Barry L Nelson and C Dennis Pegden, 2014, "Advanced tutorial: Input uncertainty quantification", pp. 162–176
  • Eunhye Song and Barry L Nelson, 2013, "A quicker assessment of input uncertainty", pp. 474–485
  • Eunhye Song and Yi Dong, , "Generalized Method of Moments Approach to Hyperparameter Estimation of Gaussian Markov Random Fields", Proceedings of Winter Simulation Conference
  • Russell R Barton, Henry Lam and Eunhye Song, , "Revisiting Direct Bootstrap Resampling for Input Model Uncertainty", Proceedings of Winter Simulation Conference
  • Michael Hoffman, Eunhye Song, Michael Brundage and Soundar R Tirupatikumara, , "Condition-based maintenance policy optimization using genetic algorithms and Gaussian Markov improvement algorithm", Proceedings of Annual Conference of the PHM Society 2018

Abstracts

Other

  • Eunhye Song, 2017, "Incorporating Input Model Risk in Simulation Optimization and Uncertainty Quantification"

Research Projects

Honors and Awards

  • Harold and Inge Marcus Early Career Assistant Professorship, Penn State University, August 2017

Service

Service to Penn State:

  • Assistance to Student Organizations, Advisor, INFORMS Student Chapter, September 2017

Service to External Organizations:

 


 

About

Home of the first established industrial engineering program in the world, the Harold and Inge Marcus Department of Industrial and Manufacturing Engineering (IME) at Penn State has made a name for itself in the engineering industry through its storied tradition of unparalleled excellence and innovation in research, education, and outreach.

We are Innovators. We are Makers. We are Excellence in Engineering. We are Penn State IME.

The Harold and Inge Marcus Department of
Industrial and Manufacturing Engineering

310 Leonhard Building

The Pennsylvania State University

University Park, PA 16802-4400

Phone: 814-865-7601

FAX: 814-863-4745