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Machine learning / Estimation theory / Mathematical optimization / Operations research / Hyperparameter / Global optimization / Cross-validation / Bayesian inference / Likelihood function / Statistics / Bayesian statistics / Statistical theory


Multi-Task Bayesian Optimization Kevin Swersky Department of Computer Science University of Toronto
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Document Date: 2014-11-25 16:20:14

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City

London / /

Company

Online LDA / Evaluations 40 50 (f) Online LDA / Amazon / MIT Press / Google / Oxford University Press / CNN / /

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Facility

Computer Science University / University of Toronto / /

IndustryTerm

search strategies / experimental protocol / grid search / machine learning algorithms / entropy search strategy / model search / search proceeds / completed search / sum-product networks / networks / neural networks / machinery / recommender systems / entropy search procedure / entropy search problem / search algorithm / multi-task entropy search strategy / neural network / machine learning algorithm / black-box optimization algorithms / entropy search acquisition function / entropy search / /

Organization

School of Engineering / Harvard University / MIT / DARPA Young Faculty / Bayesian Optimization Kevin Swersky Department / Department of Computer Science / Oxford University / University of Toronto / /

Person

Pierre Sermanet / Iain Murray / Antanas Zilinskas / Jonathan L. Herlocker / Al Borchers / Tao Wang / Geoffrey E. Hinton / Joseph A. Konstan / Alex Krizhevsky / Philipp Hennig / Donald R. Jones / Michael I. Jordan / Andre G. Journel / Frank Hutter / Matthew Hoffman / Eric Brochu / Richard Zemel / Soumith Chintala / Holger H. Hoos / Bo Wu / Adam Coates / Daniel Yamins / Pierre Goovaerts / Christopher K. I. Williams / Ryan P. Adams / Honglak Lee / James Bergstra / Andreas Krause / Hugo Larochelle / Kevin Leyton-Brown / Ming A. Chai / Jasper Snoek / Charles J. Huijbregts / Christian J. Schuler / Robert Gens / Edwin V. Bonilla / Jonas Mockus / Francis Bach / Ilya Sutskever / Alessandro Bissacco / David Cox / Mauricio A Alvarez / John Riedl / Dieter Fox / Xiaofeng Ren / Ruslan Salakhutdinov / Kian Ming / Carl E. Rasmussen / Yuval Netzer / Liefeng Bo / Pedro Domingos / Christopher Williams / Cheng Soon Ong / Niranjan Srinivas / Nitish Srivastava / Matthias Seeger / Andrew Y Ng / Vytautas Tiesis / Yann LeCun / Neil D Lawrence / David M. Blei / Sham Kakade / Yee-Whye Teh / Andriy Mnih / Kevin Swersky / /

Position

RT / /

PublishedMedium

Machine Learning / Journal of Machine Learning Research / /

Technology

machine learning algorithms / search algorithm / machine learning algorithm / GPS / machine learning / GP EI MCMC algorithm / same experimental protocol / neural network / animation / black-box optimization algorithms / /

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