Research Interests
My research interests lie in solving largescale numerical
optimization problems. Specific areas on which I have worked include
 MixedInteger Linear Programming
 MixedInteger Nonlinear Programming
 Stochastic Programming
 Grid Computing
 High Performance Computing
 Global Optimization
 Applications: Energy, Logistics, Security,
Engineering Design
My Google scholar profile page has more information about my papers and citations.
Research Publications
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(Relatively) Recent Papers

P. Bonami and O. Gunluk and J. Linderoth, "Solving
BoxConstrained Nonconvex Quadratic Programs," Submitted, 2016.
Preprint at Optimization Online

N. Boland, J, Christiansen, B. Dandurand, A. Eberhard, J. Linderoth,
J. Luedtke, F. Oliveira, "Combining Progressive Hedging with a
FrankWolfe Method to Compute Lagrangian Dual Bounds in Stochastic
MixedInteger Programming", Submitted, 2016.
Preprint at Optimization Online

H. Dong, K. Chen, and J. Linderoth, "Regularization
vs. Relaxation: A Conic Optimization Perspective of Statistical
Variable Selection", Submitted, 2015.
Preprint at Optimization Online

J. Chen, C. Lim, P. Qian, J. Linderoth, and S. J. Wright,
"Validating Sample Average Approximation Solutions with Negatively
Dependent Batches", Submitted, 2014
Preprint
at Optimization Online
Journal Publications

M. Kilinc, J. T. Linderoth, and J. Luedtke, "Effective
Separation of Disjunctive Cuts for Convex Mixed Integer Nonlinear
Programs", Mathematical Programming Computation, to appear, 2017.
Paper

H. Jeon, J. Linderoth, and A. Miller, "Quadratic Cone Cutting
Surfaces for Quadratic Programs with OnOff Constraints", Discrete Optimization, 24:3250, 2017.
DO Site
Preprint at Optimization Online

E. Anderson and J. Linderoth, "High
Throughput Computing for Massive Scenario Analysis and Optimization
to Minimize Cascading Blackout Risk", IEEE Transactions on Smart Grid, 8:14271435, 2017.
IEEE Site
Preprint
at Optimization Online

G. Arastoopour, N. Chesler, J. Linderoth, and D. Williamson
Shaffer, "DataEnabled Cognitive Modeling: Validating Student
Engineers’ Fuzzy Designbased Decisionmaking", Computer
Applications in Engineering Education, to appear, 2017.

B. Kocuk, H. Jeon, S. Dey, J. Linderoth, J. Luedtke, and A. Sun,
"A CycleBased Formulation and Valid Inequalities for DC Power
Transmission Problems with Switching", Operations Research, to appear, 2016.
OR Site
Preprint
at Optimization Online
 O. Alagoz, M. Ayvaci, and J. T. Linderoth, "Optimally Solving
Markov Decision Processes with Total Expected Discounted Reward
Function: Linear Programming Revisited", Computers &
Industrial Engineering, 87:311316, 2015.
Computers & Industrial Engineering Site

M. Kilinc, J. Linderoth, J. Luedtke, and A. Miller
"Strong Branching Inequalities for Convex Mixed Integer Nonlinear
Programs", Computational Optimization and Applications
59:639665, 2014.
COAP Site
Preprint

S. Sridhar, J. Linderoth, and J. Luedtke, "Models and Solution
Techniques for Production Planning Problems with Increasing
Byproducts", Journal of Global Optimization, 59:597631, 2014.
JOGO Site
Tech Report

S. Sridhar, J. Linderoth, and J. Luedtke, "Locally Ideal
Formulations for Piecewise Linear Functions with Indicator
Variables", Operations Research Letters, 41:627632, 2013.
OR Letters Site
Tech Report

P. Belotti, C. Kirches, S. Leyffer, J. Linderoth, J. Luedtke,
and A. Mahajan, "MixedInteger Nonlinear Optimization", Acta
Numerica, 22:1131, 2013.
Acta Numerica Site
Tech Report

T. Wu, A. Davoodi, and J. T. Linderoth, "PowerDriven Global
Routing for MultiSupply Voltage Domains", VLSI Design
2013:112, 2013.
Journal Paper

J. Luedtke, M. Namazifar, and J. T. Linderoth, "Some Results on
the Strength of Relaxations of Multilinear Functions",
Mathematical Programming, Series B, 136:325351, 2012.
Math Programming Site
Tech Report

M. Freimer, J. T. Linderoth, and D. Thomas, "The Impact of Sampling
Methods on Bias and Variance in Stochastic Linear Programs", Computational
Optimization and Applications, 51:5175, 2012.
COAP Site
Tech Report

J. Ostrowski, J. T. Linderoth, F. Rossi, and S. Smriglio, "Orbital
Branching," Mathematical Programming, 126:147178, 2011.
Math
Programming Site
Tech Report

M. Altunay, S. Leyffer, J. T. Linderoth, and Z. Xie, "Optimal
Responses to Attacks on the Open Science Grid," Computer
Networks, 55:6173, 2011.
Journal Site
Preprint

J. Ostrowski, J. T. Linderoth, F. Rossi, and S. Smriglio, "Solving
Large Steiner Triple Covering Problems," Operations Research
Letters, 39:127131, 2011.
Journal Site
Tech Report

T. Wu, A. Davoodi, and J. T. Linderoth, "GRIP: Global Routing via
Integer Programming", IEEE Transactions on Computer Aided
Design, 30:7284, 2011.
Journal Site
Preprint

B. Gemici, J. T. Linderoth S. D. Wu, and J. Moore, "R&D Project
Portfolio Analysis for the Semiconductor Industry," Operations
Research, 58:15481563, 2010.
Journal Site
Preprint

K. Abhishek, S. Leyffer, and J. T. Linderoth, "FilMINT: An Outer
ApproximationBased Solver for Convex MixedInteger Nonlinear
Programs", INFORMS Journal on Computing, 22:555567, 2010.
IJOC Site
Preprint

O. Gunluk and J. T. Linderoth, "Perspective Relaxation of Mixed
Integer Nonlinear Programs with Indicator Variables,"
Mathematical Programming, Series B, Vol. 104, pp. 183206, 2010.
Math
Programming Site
Tech Report

K. Abhishek, S. Leyffer, and J. T. Linderoth, "Modeling without
Categorical Variables: A MixedInteger Nonlinear Program for the
Optimization of Thermal Insulation Systems," Optimization and
Engineering, Vol. 11, pp. 185212, 2010.
OPTE Site
Preprint

J. Linderoth, F. Margot, and G. Thain, "Improving Bounds on the
Football Pool Problem via Symmetry Reduction and HighThroughput
Computing," INFORMS Journal on Computing, Vol. 21, pp. 445457,
2009
IJOC Site
Tech Report

W. Glankwamdee, J. Linderoth, J. Shen, P. Connard, and J. Hutton,
"Combining Optimization and Simulation for Strategic and Operational
Industrial Gas Production and Distribution," Computers and
Chemical Engineering, Vol. 32, Issue 11, pp. 25362546, 2008.
Tech Report

U. Janjarassuk and J. T. Linderoth, "Reformulation and Sampling to
Solve a Stochastic Network Interdiction Problem", Networks,
Volume 52, Issue 3, pp. 120132, 2008.
Networks Site
Tech Report

J. T. Linderoth, A. Shapiro, and S. J. Wright, ``The Empirical Behavior of
Sampling Methods for Stochastic Programming'', Annals of Operations
Research, Vol. 142, pp. 219245, 2006.
Paper

J. T. Linderoth, ``A Simplicial BranchandBound Algorithm for Solving
Quadratically Constrained Quadratic Programs'', Mathematical
Programming, Series B, Vol. 103, pp. 251282, 2005.
Paper

J. T. Linderoth and S. J. Wright, "Implementing a Decomposition
Algorithm for Stochastic Programming on a Computational Grid,"
Computational Optimization and Applications, Vol. 24
pp. 207250, 2003.
COAP Best Paper of 2003
Paper

K. Anstreicher and N. Brixius and J.P. Goux and J. T. Linderoth,
"Solving Large Quadratic Assignment Problems on Computational
Grids," Mathematical Programming, Series B, Vol. 91,
pp. 563588, 2002.
2002 SIAM Activity Group on Optimization Prize
Paper

P. Bauer, J. T. Linderoth, and M. W. P. Savelsbergh, "A Branch and
Cut Approach to the Cardinality Constrained Circuit Problem,"
Mathematical Programming, Vol. 9m pp. 307348, 2002.
Paper

J. T. Linderoth, E. K. Lee, and M. W. P. Savelsbergh, "A
Parallel, Linear Programming Based Heuristic for Large Scale Set
Partitioning Problems," INFORMS Journal on Computing, Vol. 13,
pp. 191209, 2001.
Paper

J.P Goux, S. Kulkarni, J. T. Linderoth, and M. E. Yoder,
``MasterWorker: An Enabling Framework for Applications
on the Computational Grid'', Cluster Computing, Vol. 4,
pp. 6370, 2001.
Preprint

Q. Chen, M. Ferris, and J. T. Linderoth, "FATCOP 2.0: Advanced
Features in an Opportunistic Mixed Integer Programming Solver,"
Annals of Operations Research Vol. 103, pp. 1732, 2001.
Paper

A. Atamturk, E. L. Johnson, J. T. Linderoth and
M. W. P. Savelsbergh, "A Relational Modeling System for Linear and
Integer Programming," Operations Research, Vol. 48, pp.846857,
2000.
Paper

J. T. Linderoth and M. W. P. Savelsbergh, "A Computational Study of
Branch and Bound Search Strategies for Mixed Integer Programming,"
INFORMS Journal on Computing, Vol. 11, pp. 173187, 1999.
Paper
Book Chapters

O. Gunluk and J. T. Linderoth, "Perspective Reformulation and
Applications," IMA Volumes in Mathematics and its Applications, 154:6192, 2012.
Publisher Site
Preprint

P. Bonami, M. Kilinc, and J. T. Linderoth, "Algorithms and
Software for Solving Convex Mixed Integer Nonlinear Programs,"
IMA Volumes in Mathematics and its Applications, 154:140, 2012.
Publisher Site
Preprint

P. Bonami, J. Linderoth, and A. Lodi, "Disjunctive Cuts for
Mixed Integer Nonlinear Programming Problems," Chapter 18 in
Progress in Combinatorial Optimization, ISTeWiley, 521541, 2012.
Publisher Site
Preprint

A. Lodi and J. T. Linderoth, "MILP Software,"
Encyclopedia for Operations Research and Management Science,
Wiley, 32393248, 2011.
Preprint

W. Glankwamdee and J. T. Linderoth, ``MW: A Software Framework for
Combinatorial Optimization on Computational Grids,'' E. Talbi,
(ed). Parallel Combinatorial Optimization, John Wiley &
Sons, 239261, 2006.
Tech Report

J. T. Linderoth and T. K. Ralphs, "Noncommercial Software for
MixedInteger Linear Programming", J. Karlof (ed). Integer
Programming: Theory and Practice, CRC Press Operations Research
Series, 2005, 253303.
Tech Report

J. T. Linderoth and S. J. Wright, "Computational Grids for Stochastic
Programming," S. Wallace and W. Ziemba (eds). Applications of Stochastic
Programming, SIAM Mathematical Series on Optimization, 2005, 6177.
Preprint
Conference Proceedings

P. Ohmann, D. Bingham Brown, N. Neelakandan, J. Linderoth, and
B. Liblit, "Optimizing Customized Program Coverage",
31st IEEE/ACM International Conference on Automated Software
Engineering (ASE 2016), 2738, 2016.
ACM Site
 C. Lim, J. Linderoth, and J. Luedtke, "Valid Inequalities for
Separable Concave Constraints with Indicator Variables",
IPCO 2016: The Eighteenth Conference on Integer Programming and
Combinatorial Optimization, Lecture Notes in Computer
Science, Vol. 9682, Springer, 275286, 2016.
Preprint at Optimization Online
N. Cho and J.T. Linderoth, "RowPartition Branching for Set
Partitioning Problems," Proceedings of the INFORMS
Computing Society Meeting, 2015.
Publication
 H. Dong and J. T. Linderoth, "On Valid Inequalities for
Quadratic Programming with Continuous Variables and Binary
Indicators," IPCO 2013: The Sixteenth Conference on Integer
Programming and Combinatorial Optimization, Lecture Notes in Computer
Science, Vol. 7801, Springer, 169180, 2013.
Preprint
 H. Shojaei, A. Davoodi, and J. T. Linderoth, "Planning for
Local Net Congestion in Global Routing", ISPD: The
International Symposium on Physical Design, 8592, 2013.
Preprint
 H. Shojaei, A. Davoodi, and J. T. Linderoth , "Congestion
Analysis for Global Routing via Integer Programming,"
International Conference on ComputerAided Design (ICCAD),
256262, 2011.
Preprint

C. D'Ambrosio, J. T. Linderoth, and J. Luedtke, "Valid
Inequalities for the Pooling Problem with Binary Variables,"
IPCO 2011: The Fifteenth Conference on Integer Programming and
Combinatorial Optimization, Lecture Notes in Computer
Science, Vol. 6655, Springer, 117129, 2011.
Tech Report

G. Nannicini, P. Belotti, J. Lee, J. Linderoth, F. Margot, and
A. Wachter, "A Probing Algorithm for MINLPs With Early
Detection of Failures by SVM," CPAIOR 2011: The 8th
International Conference on Integration of Artificial Intelligence
and Operations Research, Lecture Notes in Computer
Science, Vol. 6697, Springer, 154169, 2011.
Tech Report

T. Wu, A. Davoodi, and J. T. Linderoth, "Powerdriven global
routing for MSV domains,"
Proceedings of Design, Automation and Test in Europe (DATE
'11), 443448, 2011.
Paper

W. Glankwamdee and J. T. Linderoth, "Lookahead Branching for Mixed
Integer Programming," Proceedings of the Twelfth INFORMS
Computing Society Meeting, 130150, 2011.
Preprint

T. Wu, A. Davoodi, and J. T. Linderoth, "A Parallel Integer
Programming Approach to Global Routing," Proceedings of the
47th Design Automation Conference, 194199, 2010. Best
paper nominee.
Preprint

T. Wu, A. Davoodi, and J. T. Linderoth, "GRIP: Scalable ILP for 3D
Global Routing," Proceedings of the 46th Design Automation
Conference, pp. 320325, 2009.
Paper

J. Ostrowski, J. Linderoth, F. Rossi, and S. Smriglio, "Constraint
Orbital Branching," IPCO 2008: The Thirteenth Conference on Integer
Programming and Combinatorial Optimization, Lecture Notes in Computer
Science, Vol. 5035, pp. 225239, 2008.
Tech Report

O. Gunluk and J. T. Linderoth, "Perspective Relaxation of Mixed
Integer Nonlinear Programs with Indicator Variables",
IPCO 2008: The Thirteenth Conference on Integer Programming and
Combinatorial Optimization, Lecture Notes in Computer Science,
Vol. 5035, pp. 116, 2008.
preprint

J. Ostrowski, J. T. Linderoth, F. Rossi, and S. Smirglio,
"Orbital Branching", IPCO 2007: The Twelfth Conference on Integer
Programming and Combinatorial Optimization, Lecture Notes in Computer
Science, Vol. 4517, pages 104118, 2007.
Paper

J.P Goux, S. Kulkarni, J. T. Linderoth, and M. E. Yoder, "An
Enabling Framework for MasterWorker Applications on the Computational
Grid," Proceedings of the Ninth IEEE International Symposium on
High Performance Distributed Computing, pp. 4350, 2000.
Preprint
Old Technical Reports

J. Linderoth, F. Margot, and G. Thain, "The TeraGridiron:
A Natural Turf for HighThroughput Computing," Technical Report 07T001,
Industrial and Systems Engineering, Lehigh University, 2007.
Tech Report

Clara Novoa, Rosemary Berger, Jeff Linderoth, and Robert Storer, "A
SetPartitioningBased Model for the Stochastic Vehicle Routing
Problem", Technical Report 06T008, Industrial and Systems
Engineering, Lehigh University, 2006.
Tech Report

J.P Goux, J. T. Linderoth, and M. E. Yoder, "Metacomputing and the
MasterWorker Paradigm," Preprint ANL/MCSP7920200, Mathematics and
Computer Science Division, Argonne National Laboratory, 2000.
Preprint

J. T. Linderoth and S. A. Burns, "Performance of Simulated Annealing
as a Circuit Placement Optimization Method," UIUC Department of
General Engineering Report 9104, UIL UENG913206, 1991.
Other

S. Leyffer, J. T. Linderoth, J. Luedtke, A. Miller, and T. Munson,
"Applications and Algorithms for Mixed Integer Nonlinear Programming,"
Journal of Physics: Conference Series, Vol. 180, 2009.
Preprint

J. T. Linderoth, Topics in Parallel Integer Optimization, PhD
Thesis, Georgia Institute of Technology, 1998.
(PDF)

L. Clarke, J. T. Linderoth, E. L. Johnson, G. L. Nemhauser, R.
Bhagavan, and M. Jordan, "Using OSL to Improve the Computational
Results of a MIP Logistics Model," EKKNEWS, 16 (1995).
(PDF)