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Guzin Bayraksan

  • Associate Professor, Integrated Systems Engineering
  • 246 Baker Systems
    1971 Neil Avenue
    Columbus, OH 43210
  • 614-292-1695

About

Research

  • Decision Making under Uncertainty
  • Stochastic Programming
  • Distributionally Robust Optimization
  • Monte Carlo Simulation Based Optimization
  • Water Resources Management
  • Water-Energy Nexus

Education

Ph.D. University of Texas at Austin, Operations Research

M.S. University of Texas at Austin, Operations Research and Industrial Engineering

B.S.  Bogazici (Bosphorus) University, Istanbul, Turkey, Industrial Engineering

Areas of Interest

Dr. Bayraksan’s research interests are in stochastic optimization, particularly Monte Carlo sampling-based and data-driven distributionally robust methods for stochastic programming with applications in water resources management. She is the recipient of 2016 INFORMS ENRE Best Publication Award in Environment and Sustainability, 2016 Lumley Research Award (OSU), 2012 NSF CAREER award, 2012 Five Star Faculty Award (UA), and the 2008 INFORMS best case study award. She is currently serving as the Vice Chair of Optimization under Uncertainty in INFORMS Optimization Society and on the editorial board of IISE Transactions. Previously, she served as an elected member (2010-2016) and treasurer (2013-2016) of the Committee on Stochastic Programming (COSP) and president of the INFORMS Forum on Women in Operations Research and Management Science (WORMS).

Honors

  • January, 2012-
    January, 2017

    CAREER Award.

  • January, 2012

    Five-Star Faculty Award.

  • January, 2012

    Award for Excellence at the Student Interface –Most Supportive Junior Faculty.

  • January, 2009

    Award for Excellence at the Student Interface.

  • January, 2008

    Best Case Study Award.

  • January, 2007

    Award for Excellence at the Student Interface.

  • January, 2006

    Appointment to Young Researcher Roundtable.

  • January, 2004-
    January, 2005

    Continuing Fellowship.

  • January, 2003-
    January, 2004

    Jr. Graduate Fellowship.

  • January, 2004

    NSF Scholarship. Opelika State Technical College.

  • January, 1994-
    January, 1998

    Foundation Scholarship.

  • January, 1994

    Ranked 48th in Mathematics and 49th in Science in Nationwide University Entrance Examination.

Chapters

2011

  • 2011. "Solving Stochastic Programs." In Wiley Encyclopedia of Operations Research and Management Science,

2009

  • 2009. "Assessing Solution Quality via Sampling in Stochastic Programs." In Tutorials in Operations Research,

Journal Articles

2013

  • Zhang, W., G. Chung, P. Pierre-Louis, G. Bayraksan and K. Lansey, 2013, "Reclaimed Water Network Design under Temporal and Spatial Growth and Demand Uncertainties." Environmental Modeling & Software 49, 103-117 - 103-117.

2012

  • Bayraksan,Guezin; Pierre-Louis,Peguy, 2012, "FIXED-WIDTH SEQUENTIAL STOPPING RULES FOR A CLASS OF STOCHASTIC PROGRAMS." SIAM JOURNAL ON OPTIMIZATION 22, no. 4, 1518-1548 - 1518-1548.
  • Keller, B. and G. Bayraksan, 2012, "Disjunctive Decomposition for Two-Stage Stochastic Integer Programs with GUB Constraints." INFORMS Journal on Computing 24, 172-186 - 172-186.
  • Keller, B. and G. Bayraksan, 2012, "Quantifying Operational Risk in Financial Institutions." INFORMS Transactions on Education 12, no. 2, 100-113 - 100-113.

2011

  • Bayraksan,Guezin; Morton,David,P, 2011, "A Sequential Sampling Procedure for Stochastic Programming." OPERATIONS RESEARCH 59, no. 4, 898-913 - 898-913.

Presentations

  • "Disjunctive Decomposition for Two-Stage Stochastic Integer Programs with GUB Constraints." 2009, Presented at CORS/INFORMS International Meeting,
  • "A Probability Metrics Approach to Bias Reduction in Optimality Gap Estimation in Stochastic Programming." 2010, Presented at INFORMS Annual Meeting,
  • "A Sequential Bounding Method for a Class of Two-Stage Stochastic Programs." 2012, Presented at 21st International Symposium on Mathematical Programming (ISMP),
  • "Monte Carlo Sampling-Based Methods in Stochastic Programming." 2013, Presented at Industrial and Systems Engineering Research Conference (ISERC),
  • "A Likelihood Robust Method for Water Allocation under Uncertainty." 2013, Presented at Industrial and Systems Engineering Research Conference (ISERC),
  • "A Sequential Sampling Procedure for Stochastic Programming." 2013, Presented at INFORMS Annual Meeting,
  • "Introduction to Stochastic Programming: Models, Methods and Applications." 2014, Presented at Industrial and Systems Engineering Research Conference (ISERC),
  • "On the Use of Phi-Divergences for Data-Driven Stochastic Optimization." 2014, Presented at INFORMS Optimization Society Conference,
  • "A Combined Sampling and Bounding Method." 2008, Presented at INFORMS Annual Meeting,
  • "A Probability Metrics Approach to Bias Reduction in Optimality Gap Estimation." 2009, Presented at 20th International Symposium on Mathematical Programming (ISMP),
  • "A Probability Metrics Approach to Bias Reduction in Optimality Gap Estimation in Stochastic Programming." 2009, Presented at INFORMS Annual Meeting,
  • "Bounds and Statistical Stopping Criteria." 2010, Presented at Pre-Conference Tutorials at the 12th International Conference on Stochastic Programming (SPXI),
  • "Reclaimed Water Network Design under Temporal and Spatial Growth and Demand Uncertainties." 2010, Presented at Operations Research for the Public Interest Conference,
  • "Long-Term Water Allocation under Uncertainty." 2013, Presented at INFORMS Annual Meeting,
  • "A Combined Deterministic and Sampling-Based Sequential Bounding Method for Stochastic Programming." 2011, Presented at Winter Simulation Conference (WSC),
  • "Two-Stage Likelihood Robust Linear Program with Application to Water Allocation under Uncertainty." 2013, Presented at Winter Simulation Conference,
  • "Bias and Variance Reduction for Monte Carlo Simulation-Based Optimality Tests for Stochastic Programs." 2013, Presented at Simulation-Optimization Workshop,
  • "A Probability Metrics Approach to Bias Reduction in Optimality Gap Estimation in Stochastic Programming." 2010, Presented at 12th International Conference on Stochastic Programming,
  • "A Sequential Sampling Procedure for Stochastic Programming." 2005, Presented at INFORMS Annual Meeting,
  • "On the Use of Phi-Divergences for a Class of Two-Stage Ambiguous Stochastic Programs." 2013, Presented at 13th International Conference on Stochastic Programming (SPXIII),
  • "A Combined Sampling and Bounding Method." 2008, Presented at INFORMS Optimization Society Meeting,
  • "Sequential Stopping Rules for a Class of Stochastic Programs." 2007, Presented at 11th International Conference on Stochastic Programming,
  • "A Sequential Sampling Procedure for Stochastic Programming." 2006, Presented at 19th International Symposium on Mathematical Programming,
  • "A Sequential Sampling Procedure for Stochastic Integer Programs." 2006, Presented at INFORMS Annual Meeting,
  • "A Sequential Sampling Procedure for Stochastic Integer Programs." 2006, Presented at Modeling, Optimization, and Simulation Technologies Workshop,

Papers in Proceedings

2013

  • Love, D.; Bayraksan, G. "TWO-STAGE LIKELIHOOD ROBUST LINEAR PROGRAM WITH APPLICATION TO WATER ALLOCATION UNDER UNCERTAINTY." in Winter Simulation Conference on Simulation - Making Decisions in a Complex World. (1 2013).
  • Love, D. and G. Bayraksan "Two-Stage Likelihood Robust Linear Program with Application to Water Allocation under Uncertainty." (1 2013).
  • Love, D.; Bayraksan, G.; IEEE, "TWO-STAGE LIKELIHOOD ROBUST LINEAR PROGRAM WITH APPLICATION TO WATER ALLOCATION UNDER UNCERTAINTY." (1 2013).
  • Love, D. and G. Bayraksan "A Likelihood Robust Method for Water Allocation under Uncertainty." in 2014 Industrial and Systems Engineering Research Conference (ISERC). (1 2013).
  • Love, D.; Bayraksan, G. "Two-stage likelihood robust linear program with application to water allocation under uncertainty." (12 2013).
  • Love, D. and G. Bayraksan "A Likelihood Robust Method for Water Allocation under Uncertainty." in 2013 Industrial and Systems Engineering Research Conference. (1 2013).
  • Love, D. and G. Bayraksan "A Likelihood Robust Method for Water Allocation under Uncertainty." in 2014 Industrial and Systems Engineering Research Conference (ISERC). (1 2013).

2012

  • Zhang, W.; Bayraksan, G.; Chung, G.; Lansey, K. "Optimal reclaimed water network design via two-stage stochastic binary programming." (1 2012).

2011

  • Pierre-Louis, P.; Bayraksan, G.; Morton, D.P. "A combined deterministic and sampling-based sequential bounding method for stochastic programming." (12 2011).
  • Bayraksan, G.; Morton, D.P. "A sequential sampling procedure for stochastic programming." (7 2011).
  • Pierre-Louis, P.; Bayraksan, G.; Morton, D.P. "A COMBINED DETERMINISTIC AND SAMPLING-BASED SEQUENTIAL BOUNDING METHOD FOR STOCHASTIC PROGRAMMING." in Winter Simulation Conference (WSC)/Conference on Modeling and Analysis for Semiconductor Manufacturing (MASM). (1 2011).
  • Bayraksan, G.; Morton, D.P. "A Sequential Sampling Procedure for Stochastic Programming." (7 2011).
  • Love, D. and G. Bayraksan "Overlapping Batches for Assessing Solution Quality in Stochastic Programs." in 2011 Winter Simulation Conference. (1 2011).
  • Pierre-Louis, P.; Bayraksan, G.; Morton, D.P. "A COMBINED DETERMINISTIC AND SAMPLING-BASED SEQUENTIAL BOUNDING METHOD FOR STOCHASTIC PROGRAMMING." (1 2011).
  • Pierre-Louis,Peguy; Bayraksan,Guezin; Morton,David,P "A COMBINED DETERMINISTIC AND SAMPLING-BASED SEQUENTIAL BOUNDING METHOD FOR STOCHASTIC PROGRAMMING." in Winter Simulation Conference (WSC)/Conference on Modeling and Analysis for Semiconductor Manufacturing (MASM). (1 2011).
  • Love, D.; Bayraksan, G. "Overlapping batches for the assessment of solution quality in stochastic programs." (12 2011).
  • Bayraksan, G.; Morton, D.P. "A Sequential Sampling Procedure for Stochastic Programming." (1 2011).

2010

2009

  • Pepper, I.; Arnold, R.; Bayraksan, G.; Choi, C. et al. "Conjunctive decentralized dual water distribution systems." (9 2009).
  • Chung, G. K. Lansey, G. Bayraksan, T.-W. Kim and J. H. Kim "Optimization of Water Reuse System under Uncertainty." (1 2009).

2008

  • K. Lansey, R. Arnold, G. Bayraksan, C. Choi, I. Pepper and C. Scott "Conjunctive Decentralized Dual Water Distribution Systems." in 2008 Water Distribution System Analysis Conference. (1 2008).

2007

  • Bayraksan, G. and D. P. Morton "Sequential Sampling for Stochastic Programming." in 2007 Winter Simulation Conference. (1 2007).

2005

  • Morton, D. P. and G. Bayraksan "On Solution Quality in Stochastic Programming." (1 2005).

2004

  • Bayraksan, G. and D. P. Morton "Testing Solution Quality in Stochastic Programming: A Single Replication Procedure." in 16th Symposium of IASC on Computational Statistics. (1 2004).