Matthias Poloczek

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	All	Since 2016
Citations	596	558
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Peter I FrazierAssociate Professor of Operations Research and Information Engineering, Cornell UniversityVerified email at cornell.edu
David P. WilliamsonProfessor of Operations Research, Cornell UniversityVerified email at cornell.edu
Michael PearcePhD Student, Warwick UniversityVerified email at warwick.ac.uk
Henry HerbolUniversal Display CorporationVerified email at cornell.edu
David ErikssonResearch Scientist at Facebook ResearchVerified email at fb.com
Anke van ZuylenCornell UniversityVerified email at cornell.edu
Andrew Gordon WilsonNew York UniversityVerified email at cims.nyu.edu
Jian WuTwo Sigma InvestmentsVerified email at twosigma.com
Jacob GardnerUniversity of PennsylvaniaVerified email at seas.upenn.edu
Mario SzegedyProfessor of Computer Science, Rutgers UniversityVerified email at cs.rutgers.edu
Karen WillcoxOden Institute for Computational Engineering and Sciences, UT AustinVerified email at oden.utexas.edu
Alexander MunteanuTU Dortmund UniversityVerified email at tu-dortmund.de
Amin NayebiUniversity of ArizonaVerified email at email.arizona.edu
Daniel FreundMITVerified email at mit.edu
Daniel ReichmanWorcester Polytechnic InstituteVerified email at wpi.edu
Rémi LamDeepMindVerified email at mit.edu
Shane HendersonProfessor of Operations Research and Information Engineering, Cornell UniversityVerified email at cornell.edu
Juergen BrankeProfessor of Operational Research and Systems, Warwick Business SchoolVerified email at wbs.ac.uk
Ming (Fred) LiAssociate Professor of ECE, The University of ArizonaVerified email at arizona.edu
Lara EstroffCornell UniversityVerified email at cornell.edu

Matthias Poloczek

Principal Scientist at Amazon

Verified email at cornell.edu

Machine learning Bayesian Optimization AutoML Design of Experiments


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Bayesian optimization with gradients J Wu, M Poloczek, AG Wilson, PI Frazier arXiv preprint arXiv:1703.04389, 2017	115	2017
Multi-information source optimization M Poloczek, J Wang, PI Frazier Proceedings of the 31st International Conference on Neural Information …, 2017	107	2017
Bayesian optimization of combinatorial structures R Baptista, M Poloczek Proceedings of the 35th International Conference on Machine Learning 80, 462 …, 2018	49	2018
Randomized greedy algorithms for the maximum matching problem with new analysis M Poloczek, M Szegedy 2012 IEEE 53rd Annual Symposium on Foundations of Computer Science, 708-717, 2012	39	2012
Scalable global optimization via local bayesian optimization D Eriksson, M Pearce, JR Gardner, R Turner, M Poloczek arXiv preprint arXiv:1910.01739, 2019	38	2019
Warm starting Bayesian optimization M Poloczek, J Wang, PI Frazier 2016 Winter Simulation Conference (WSC), 770-781, 2016	34	2016
A framework for Bayesian optimization in embedded subspaces A Nayebi, A Munteanu, M Poloczek International Conference on Machine Learning, 4752-4761, 2019	27	2019
Efficient search of compositional space for hybrid organic–inorganic perovskites via Bayesian optimization HC Herbol, W Hu, P Frazier, P Clancy, M Poloczek npj Computational Materials 4 (1), 1-7, 2018	27	2018
Greedy algorithms for the maximum satisfiability problem: Simple algorithms and inapproximability bounds M Poloczek, G Schnitger, DP Williamson, A Van Zuylen SIAM Journal on Computing 46 (3), 1029-1061, 2017	22	2017
Bounds on greedy algorithms for MAX SAT M Poloczek European Symposium on Algorithms, 37-48, 2011	21	2011
Contagious sets in dense graphs D Freund, M Poloczek, D Reichman European Journal of Combinatorics 68, 66-78, 2018	19	2018
Randomized variants of Johnson's algorithm for MAX SAT M Poloczek, G Schnitger Proceedings of the Twenty-Second Annual ACM-SIAM Symposium on Discrete …, 2011	18	2011
Advances in bayesian optimization with applications in aerospace engineering R Lam, M Poloczek, P Frazier, KE Willcox 2018 AIAA Non-Deterministic Approaches Conference, 1656, 2018	14	2018
Multi-information source optimization M Poloczek, J Wang, PI Frazier arXiv preprint arXiv:1603.00389, 2016	14	2016
Greedy matching: Guarantees and limitations B Besser, M Poloczek Algorithmica 77 (1), 201-234, 2017	10	2017
On some recent approximation algorithms for MAX SAT M Poloczek, DP Williamson, A van Zuylen Latin American Symposium on Theoretical Informatics, 598-609, 2014	7*	2014
An experimental evaluation of fast approximation algorithms for the maximum satisfiability problem M Poloczek, DP Williamson Journal of Experimental Algorithmics (JEA) 22, 1-18, 2017	6	2017
Empirically comparing the finite-time performance of simulation-optimization algorithms NA Dong, DJ Eckman, X Zhao, SG Henderson, M Poloczek Simulation Conference (WSC), 2017 Winter, 2206-2217, 2017	5*	2017
Fast reconfigurable antenna state selection with hierarchical Thompson sampling T Zhao, M Li, M Poloczek ICC 2019-2019 IEEE International Conference on Communications (ICC), 1-6, 2019	4	2019
Greedy algorithms for MAX SAT and maximum matching: Their power and limitations M Poloczek	4	2012

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