Research

Publications

  • S Yildirim, AE Murat, M Yildirim, S Arslanturk, Process Knowledge Driven Change Point Detection for Automated Calibration of Discrete Event Simulation Models Using Machine Learning, submitted to IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2020

  • S Yildirim, AE Murat, Stochastic Sampling Based Distributed and Decomposed Simulation, manuscript under preparation for submission to Journal of Simulation. Working Paper.

  • S Yildirim, AE Murat, M Yildirim, Time-to-Event Prediction of Clinical Pathways, Working paper, 2020

  • S Yildirim, AE Murat, M Yildirim, Proactive Prediction and Coordination of SEPSIS, Working paper, 2020

Presentations

  • S Yildirim, AE Murat, M Yildirim, Integrating Process Knowledge into Change Point Detection in Healthcare Systems , INFORMS, 2019

  • S Yildirim, AE Murat, M Yildirim, Process Knowledge Driven Change Point Detection using Machine Learning in Discrete Event Simulation Models, ISERS, Wayne State University, 2019

  • S Yildirim, AE Murat, Automated Discovery of Process Knowledge Using Deep Learning and Optimization, Research Poster Presentation in Graduate Research Symposium, Wayne State University, 2018


Projects

  • S Yildirim, Simulating Patient-Centered Medical Home - Case of Mercy Care Atlanta, Mercy Clinics. Project, Georgia Institute of Technology, 2016

  • S Yildirim, FM Zenginsoy, Bundling total knee arthroplasty; understanding cost from clinic through rehab by observing and documenting work activities and process inputs. Capstone Project, Lehigh University, 2015

  • S Yildirim, FM Zenginsoy, Simulation and analysis the current efficiency of AllenBrandley Hospital`s Perioperative Services Department and identification of bottlenecks. Project, Lehigh University, 2014

  • S Yildirim, Decision of most cost-effective configuration for SM Testing with ARENA. Project, Lehigh University

  • S Yildirim, C Erdogan, TT Katib, MO Celik, Data Envelopment Analysis at Performance Management Systems - The Interdepartmental Performanc Evaluation by using AHP, DEA and TOPSIS. Capstone Project, Kirikkale University

  • S Yildirim, Data Envelopment Analysis for Performance Measurement. Project, Dizayn Group