Works (33)
Updated: November 18th, 2023 05:01
2023 article
Diagnostic Tools for Evaluating and Comparing Simulation- Optimization Algorithms
Eckman, D. J., Henderson, S. G., & Shashaani, S. (2023, January 5). INFORMS JOURNAL ON COMPUTING, Vol. 1.
co-author countries:
United States of America 🇺🇸
author keywords: analysis of algorithms; simulation; design of experiments; efficiency
Sources: ORCID, Web Of Science
Added: January 6, 2023
2023 webpage
Iteration Complexity and Finite-Time Efficiency of Adaptive Sampling Trust-Region Methods for Stochastic Derivative-Free Optimization
https://arxiv.org/abs/2305.10650
Source: ORCID
Added: July 15, 2023
2023 chapter
Monte Carlo Based Machine Learning
In Lecture Notes in Operations Research.
co-author countries:
United States of America 🇺🇸
Source: ORCID
Added: November 18, 2023
2023 webpage
On Common-Random-Numbers and the Complexity of Adaptive Sampling Trust-Region Methods
(2023, August 4). https://optimization-online.org website: https://optimization-online.org/wp-content/uploads/2023/08/astrodf-complexity-online-version.pdf
Source: ORCID
Added: August 13, 2023
2023 article
Predicting additive manufacturing defects with robust feature selection for imbalanced data
Houser, E., Shashaani, S., Harrysson, O., & Jeon, Y. (2023, May 13). IISE TRANSACTIONS, Vol. 5.
co-author countries:
United States of America 🇺🇸
author keywords: Smart manufacturing; feature extraction; simulation optimization; robust prediction; data uncertainty
Sources: ORCID, Web Of Science
Added: June 25, 2023
2023 article
Risk Score Models for Unplanned Urinary Tract Infection Hospitalization
Alizadeh, N., Vahdat, K., Shashaani, S., Swann, J. L., & Ozaltin, O. (2023, August 9).
Source: ORCID
Added: August 11, 2023
2023 article
SimOpt: A Testbed for Simulation-Optimization Experiments
Eckman, D. J., Henderson, S. G., & Shashaani, S. (2023, March 9). INFORMS JOURNAL ON COMPUTING, Vol. 3.
co-author countries:
United States of America 🇺🇸
author keywords: simulation optimization; solvers; experimental design; common random numbers
Sources: ORCID, Web Of Science
Added: March 10, 2023
2023 journal article
Statistical Inference on Simulation Output: Batching as an Inferential Device
Source: ORCID
Added: November 18, 2023
2023 journal article
Wake effect parameter calibration with large-scale field operational data using stochastic optimization
APPLIED ENERGY, 347.
co-author countries:
United States of America 🇺🇸
author keywords: Offshore wind energy; Calibration; Wake model
Sources: ORCID, Web Of Science
Added: June 29, 2023
2022 article
Improved feature selection with simulation optimization
Shashaani, S., & Vahdat, K. (2022, May 30). OPTIMIZATION AND ENGINEERING, Vol. 5.
co-author countries:
United States of America 🇺🇸
author keywords: Stochastic error analysis; Adaptive sampling; Predictive accuracy; Data-driven dependence; Reliability
Sources: ORCID, Web Of Science
Added: June 4, 2022
2022 chapter
Personalized Predictions for Unplanned Urinary Tract Infection Hospitalizations with Hierarchical Clustering
In Springer Proceedings in Business and Economics (pp. 453–465).
co-author countries:
United States of America 🇺🇸
Source: ORCID
Added: January 29, 2021
2022 article
ROBUST SIMULATION OPTIMIZATION WITH STRATIFICATION
2022 WINTER SIMULATION CONFERENCE (WSC), pp. 2246–2257.
co-author countries:
United States of America 🇺🇸
Sources: ORCID, Web Of Science
Added: April 8, 2023
2021 conference paper
Improved Complexity Of Trust-Region Optimization For Zeroth-Order Stochastic Oracles with Adaptive Sampling
2021 Winter Simulation Conference (WSC).
co-author countries:
United States of America 🇺🇸
Contributors: Y. Ha n & Q. Tran-Dinh *
Source: ORCID
Added: March 30, 2022
2021 conference paper
Non-Parametric Uncertainty Bias and Variance Estimation via Nested Bootstrapping and Influence Functions
2021 Winter Simulation Conference (WSC).
co-author countries:
United States of America 🇺🇸
Source: ORCID
Added: March 30, 2022
2021 conference paper
Parameter Calibration with Stratified Adaptive Stochastic Trust-region Optimization
INFORMS Workshop on Quality, Statistics, and Reliability.
Source: ORCID
Added: August 7, 2021
2021 conference paper
Wake Effect Calibration in Wind Power Systems with Adaptive Sampling Based Optimization
IISE Annual Conference Proceedings, 43–48. https://www.proquest.com/scholarly-journals/wake-effect-calibration-wind-power-systems-with/docview/2560890092
Source: ORCID
Added: August 7, 2021
2020 article
A SIMULATION OPTIMIZATION APPROACH FOR MANAGING PRODUCT TRANSITIONS IN MULTISTAGE PRODUCTION LINES
2020 WINTER SIMULATION CONFERENCE (WSC), pp. 1730–1741.
co-author countries:
United States of America 🇺🇸
Sources: ORCID, Web Of Science
Added: August 7, 2021
2020 article
SIMULATION OPTIMIZATION BASED FEATURE SELECTION, A STUDY ON DATA-DRIVEN OPTIMIZATION WITH INPUT UNCERTAINTY
2020 WINTER SIMULATION CONFERENCE (WSC), pp. 2149–2160.
co-author countries:
United States of America 🇺🇸
Sources: ORCID, Web Of Science
Added: August 7, 2021
2020 dataset
Simulation Optimization Library
https://github.com/simopt-admin/simopt
Source: ORCID
Added: July 15, 2023
2020 conference paper
Traffic Signal Control Simulation and Optimization
Winter Simulation Conference.
Source: ORCID
Added: January 29, 2021
2019 conference paper
ASTRO for Derivative-Based Stochastic Optimization: Algorithm Description & Numerical Experiments
2019 Winter Simulation Conference (WSC).
Source: ORCID
Added: March 23, 2020
2019 journal article
Statistical Modeling in Absence of System Specific Data: Exploratory Empirical Analysis for Prediction of Water Main Breaks
JOURNAL OF INFRASTRUCTURE SYSTEMS, 25(2).
co-author countries:
United States of America 🇺🇸
author keywords: Drinking water distribution systems; Replacement and rehabilitation planning; Asset management; Statistical modeling; Risk prioritization
Sources: Web Of Science, ORCID
Added: May 6, 2019
2018 journal article
ASTRO-DF: A Class of Adaptive Sampling Trust-Region Algorithms for Derivative-Free Stochastic Optimization
SIAM Journal on Optimization.
author keywords: derivative-free optimization; simulation optimization; stochastic optimization; trust region
arxiv.org (repository)
Source: ORCID
Added: October 10, 2019
2018 journal article
Multi-Stage Prediction for Zero-Inflated Hurricane Induced Power Outages
IEEE Access, 6, 62432–62449.
co-author countries:
United States of America 🇺🇸
author keywords: Power system analysis computing; data analysis; predictive models; risk analysis
Source: ORCID
Added: October 10, 2019
2016 conference paper
ASTRO-DF: Adaptive sampling trust-region optimization algorithms, heuristics, and numerical experience
2016 Winter Simulation Conference (WSC).
Source: ORCID
Added: October 10, 2019
2013 journal article
A Simulation Optimization Approach to Epidemic Forecasting
PLoS ONE.
MeSH headings : Algorithms; Computer Simulation; Epidemics; Florida / epidemiology; Forecasting; Humans; Influenza, Human / epidemiology; Models, Biological; Seasons; Virginia / epidemiology; Washington / epidemiology
Source: ORCID
Added: October 10, 2019
2011 journal article
Single-machine batch scheduling minimizing weighted flow times and delivery costs
Applied Mathematical Modelling.
author keywords: Scheduling; Single machine; Batch delivery; Branch-and-bound; Weighted flow times
Source: ORCID
Added: October 10, 2019
Employment
Updated: November 16th, 2021 07:59
2019 - present
North Carolina State University Raleigh, NC, US
Assistant Prof. and Associate Faculty of Operations Research Graduate Program
Industrial and Systems Engineering
2016 - 2018
University of Michigan Ann Arbor, MI, US
Research Fellow
Industrial and Operations Engineering
Education
Updated: August 12th, 2023 08:13
2014 - 2016
Purdue University West Lafayette, IN, US
PhD
Industrial Engineering
2011 - 2014
Virginia Tech Blacksburg, VA, US
Master of Science
Systems Engineering and Operations Research
2009 - 2011
Purdue University West Lafayette, IN, US
Master of Science
Industrial Engineering
2004 - 2008
Southern Cross University Lismore, AU
Bachelor of Science
Applied Computing
2003 - 2008
Iran University of Science and Technology Tehran, IR
Bachelor of Science
Industrial Engineering
Funding History
Funding history based on the linked ORCID record. Updated: July 14th, 2023 11:49
grant
January 1, 2023 - December 31, 2025
Collaborative Research: Calibrating Digital Twins in the Era of Big Data with Stochastic Optimization
Directorate for Engineering
grant
July 1, 2022 - July 1, 2033
Adaptive Sampling Trust-region Methods for Nonconvex Stochastic Optimization
American Association of University Women
grant
January 1, 2022 - January 1, 2023
Impact of Future Climate Events on NC Animal Agriculture Systems
North Carolina State University
award
January 1, 2021 - January 1, 2022
Quantum Computing and Monte Carlo Methodology
North Carolina State University
