Matthias Poloczek

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Peter I FrazierAssociate Professor of Operations Research and Information Engineering, Cornell UniversityVerifierad e-postadress på cornell.edu
David ErikssonSenior Research Scientist at Facebook ResearchVerifierad e-postadress på fb.com
Michael PearceSenior Researcher, BelfastVerifierad e-postadress på warwick.ac.uk
Henry HerbolUniversal Display CorporationVerifierad e-postadress på cornell.edu
Jialei WangCornell UniversityVerifierad e-postadress på cornell.edu
David P. WilliamsonProfessor of Operations Research, Cornell UniversityVerifierad e-postadress på cornell.edu
Jacob GardnerUniversity of PennsylvaniaVerifierad e-postadress på seas.upenn.edu
Andrew Gordon WilsonNew York UniversityVerifierad e-postadress på cims.nyu.edu
Jian WuVice President, Research at Two Sigma InvestmentsVerifierad e-postadress på twosigma.com
Anke van ZuylenCornell UniversityVerifierad e-postadress på cornell.edu
Alexander MunteanuTU Dortmund UniversityVerifierad e-postadress på tu-dortmund.de
Amin NayebiUniversity of ArizonaVerifierad e-postadress på email.arizona.edu
Mario SzegedyProfessor of Computer Science, Rutgers UniversityVerifierad e-postadress på cs.rutgers.edu
Karen WillcoxOden Institute for Computational Engineering and Sciences, UT AustinVerifierad e-postadress på oden.utexas.edu
Rémi LamDeepMindVerifierad e-postadress på deepmind.com
Juergen BrankeProfessor of Operational Research and Systems, Warwick Business SchoolVerifierad e-postadress på wbs.ac.uk
Shane HendersonProfessor of Operations Research and Information Engineering, Cornell UniversityVerifierad e-postadress på cornell.edu
David EckmanTexas A&M UniversityVerifierad e-postadress på tamu.edu
Daniel FreundMITVerifierad e-postadress på mit.edu
Daniel ReichmanWorcester Polytechnic InstituteVerifierad e-postadress på wpi.edu

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Matthias Poloczek

Principal Scientist at Amazon

Verifierad e-postadress på cornell.edu

Machine learning Bayesian Optimization AutoML Design of Experiments


Titel Sortera efter citat Sortera efter år Sortera efter titel	Citeras av Citeras av	År
Multi-information source optimization M Poloczek, J Wang, P Frazier Advances in neural information processing systems 30, 2017	174	2017
Bayesian optimization with gradients J Wu, M Poloczek, AG Wilson, PI Frazier Proceedings of the 31st International Conference on Neural Information …, 2017	166	2017
Scalable global optimization via local bayesian optimization D Eriksson, M Pearce, JR Gardner, R Turner, M Poloczek Advances in Neural Information Processing Systems (NeurIPS), 2019	152	2019
Bayesian optimization of combinatorial structures R Baptista, M Poloczek Proceedings of the 35th International Conference on Machine Learning 80, 462 …, 2018	87	2018
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	66	2018
A framework for Bayesian optimization in embedded subspaces A Nayebi, A Munteanu, M Poloczek International Conference on Machine Learning, 4752-4761, 2019	64	2019
Warm starting Bayesian optimization M Poloczek, J Wang, PI Frazier 2016 Winter Simulation Conference (WSC), 770-781, 2016	46	2016
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	40	2012
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	33	2017
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	32	2018
Scalable constrained bayesian optimization D Eriksson, M Poloczek International Conference on Artificial Intelligence and Statistics, 730-738, 2021	26	2021
Bounds on greedy algorithms for MAX SAT M Poloczek European Symposium on Algorithms, 37-48, 2011	23	2011
Contagious sets in dense graphs D Freund, M Poloczek, D Reichman European Journal of Combinatorics 68, 66-78, 2018	22	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	19	2011
Cost-effective materials discovery: Bayesian optimization across multiple information sources HC Herbol, M Poloczek, P Clancy Materials Horizons 7 (8), 2113-2123, 2020	15	2020
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	11	2019
Greedy matching: Guarantees and limitations B Besser, M Poloczek Algorithmica 77 (1), 201-234, 2017	11	2017
Bypassing solid-state intermediates by solvent engineering the crystallization pathway in hybrid organic–inorganic perovskites AG Ortoll-Bloch, HC Herbol, BA Sorenson, M Poloczek, LA Estroff, ... Crystal Growth & Design 20 (2), 1162-1171, 2019	10	2019
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	9*	2017
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	8	2017

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