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optimization.bib
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% This file was created with JabRef 2.9.2.
% Encoding: UTF-8
@BOOK{Atkinson2007,
title = {Optimum Experimental Design with SAS},
publisher = {Oxford University Press},
year = {2007},
author = {Anthony C. Atkinson and Alexander N. Donev and Randall D. Tobias},
owner = {rmcantin},
timestamp = {2013.02.25}
}
@ARTICLE{Auger2010,
author = {Anne Auger and Olivier Teytaud},
title = {Continuous Lunches Are Free Plus the Design of Optimal Optimization
Algorithms},
journal = {Algorithmica},
year = {2010},
volume = {57},
pages = {121-146},
number = {1},
month = {May},
owner = {rmcantin},
timestamp = {2013.03.11}
}
@INPROCEEDINGS{Baier2007,
author = {Tim Baier and Jianwei Zhang},
title = {Learning to Grasp Everyday Objects using Reinforcement-Learning with
Automatic Value Cut-Off},
booktitle = {IEEE/RSJ International Conference on Intelligent Robots and Systems
(IROS 2007)},
year = {2007},
owner = {rmcantin},
timestamp = {2013.05.07}
}
@INPROCEEDINGS{Balcan2008,
author = {Balcan, Maria Florina and Hanneke, Steve and Wortman, Jennifer},
title = {The True Sample Complexity of Active Learning.},
booktitle = {Conference on Learning Theory (COLT)},
year = {2008},
owner = {rmcantin},
timestamp = {2010.02.15}
}
@INPROCEEDINGS{Bergstra2011,
author = {James Bergstra and Remi Bardenet and Yoshua Bengio and Balázs Kégl},
title = {Algorithms for Hyper-parameter Optimization. },
booktitle = {Advances in Neural Information Processing Systems},
year = {2011},
pages = {2546–2554},
owner = {rmcantin},
timestamp = {2013.07.24}
}
@ARTICLE{Bernardo1979,
author = {Bernardo, Jose M.},
title = {Reference posterior distributions for Bayesian inference (with discussion)},
journal = {Journal of the Royal Statistical Society. Series B (Methodological)},
year = {1979},
volume = {41},
pages = {113–147},
owner = {rmcantin},
timestamp = {2013.04.11}
}
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title = {Pattern Recognition and Machine Learning},
publisher = {Springer},
year = {2006},
author = {Christipher M. Bishop},
owner = {rmcantin},
timestamp = {2012.11.21}
}
@TECHREPORT{Brochu:2010c,
author = {Eric Brochu and Vlad M. Cora and Nando{de Freitas}},
title = {A Tutorial on Bayesian Optimization of Expensive Cost Functions,
with Application to Active User Modeling and Hierarchical Reinforcement
Learning},
institution = {arXiv.org},
year = {2010},
type = {eprint},
number = {arXiv:1012.2599},
month = {December},
owner = {rmcantin},
timestamp = {2011.10.24}
}
@INPROCEEDINGS{Brochu07NIPS,
author = {Eric Brochu and Nando {de Freitas} and Abhijeet Ghosh},
title = {Active Preference Learning with Discrete Choice Data},
booktitle = {Advances in Neural Information Processing Systems},
year = {2007},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@ARTICLE{Bull2011,
author = {Adam D. Bull},
title = {Convergence Rates of Efficient Global Optimization Algorithms},
journal = {Journal of Machine Learning Research},
year = {2011},
volume = {12},
pages = {2879-2904},
owner = {rmcantin},
timestamp = {2011.10.24},
url = {http://arxiv.org/abs/1101.3501}
}
@ARTICLE{Chaloner:1995,
author = {Kathryn Chaloner and Isabella Verdinelli},
title = {{Bayesian experimental design: A review}},
journal = {Journal of Statistical Science},
year = {1995},
volume = {10},
pages = {273--304},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@INPROCEEDINGS{Contal2014,
author = {Emile Contal and Vianney Perchet and Nicolas Vayatis},
title = {Gaussian Process Optimization with Mutual Information},
booktitle = {International Conference on Machine Learning},
year = {2014},
owner = {rmcantin},
timestamp = {2014.07.02}
}
@INCOLLECTION{cox1997sdo,
author = {Cox, Dennis D and John, Susan},
title = {SDO: A statistical method for global optimization},
booktitle = {Multidisciplinary Design Optimization: State of the Art},
publisher = {SIAM: Philadelphia},
year = {1997},
pages = {315--329},
owner = {rmcantin},
timestamp = {2013.05.15}
}
@INPROCEEDINGS{cox1992statistical,
author = {Cox, Dennis D and John, Susan},
title = {A statistical method for global optimization},
booktitle = {Systems, Man and Cybernetics, 1992., IEEE International Conference
on},
year = {1992},
pages = {1241--1246},
organization = {IEEE},
owner = {rmcantin},
timestamp = {2013.05.15}
}
@INPROCEEDINGS{Diaconis1988,
author = {Persi Diaconis},
title = {Bayesian Numerical Analysis},
booktitle = {Statistical Decision Theory and Related Topics IV},
year = {1988},
editor = {S.S. Gupta and J.O. Berger},
volume = {1},
pages = {163--175},
owner = {rmcantin},
timestamp = {2013.03.15}
}
@INPROCEEDINGS{EggFeuBerSnoHooHutLey13,
author = {K. Eggensperger and M. Feurer and F. Hutter and J. Bergstra and J.
Snoek and H. Hoos and K. Leyton-Brown},
title = {Towards an Empirical Foundation for Assessing Bayesian Optimization
of Hyperparameters},
booktitle = {BayesOpt workshop (NIPS)},
year = {2013},
longbooktitle = {NIPS workshop on Bayesian Optimization in Theory and Practice},
owner = {rmcantin},
timestamp = {2014.05.19}
}
@INPROCEEDINGS{Garnett2010,
author = {Roman Garnett and Michael A. Osborne and Stephen J. Roberts},
title = {Bayesian optimization for sensor set selection},
booktitle = {Information Processing in Sensor Networks (IPSN 2010)},
year = {2010},
owner = {rmcantin},
timestamp = {2013.05.07}
}
@ARTICLE{Gramacy2012,
author = {Gramacy, Robert B. and Lee, Herbert K.H.},
title = {Cases for the nugget in modeling computer experiments},
journal = {Statistics and Computing},
year = {2012},
volume = {22},
pages = {713-722},
doi = {10.1007/s11222-010-9224-x},
issn = {0960-3174},
issue = {3},
keywords = {Computer simulator; Surrogate model; Gaussian process; Interpolation;
Smoothing},
language = {English},
owner = {rmcantin},
publisher = {Springer US},
timestamp = {2012.10.05},
url = {http://dx.doi.org/10.1007/s11222-010-9224-x}
}
@ARTICLE{Gramacy_Polson_2009,
author = {Gramacy, Robert B and Polson, Nicholas G},
title = {Particle learning of Gaussian process models for sequential design
and optimization},
journal = {Business},
year = {2009},
volume = {20},
pages = {18},
number = {1},
owner = {rmcantin},
timestamp = {2011.10.24},
url = {http://arxiv.org/abs/0909.5262}
}
@ARTICLE{Handcock1993,
author = {Mark S. Handcock and Michael L. Stein},
title = {A {Bayesian} Analysis of {Kriging}},
journal = {Technometrics},
year = {1993},
volume = {35},
pages = {403-410 },
number = {4},
owner = {rmcantin},
timestamp = {2011.10.24}
}
@INPROCEEDINGS{Hoffman2011,
author = {Matthew Hoffman and Eric Brochu and Nando {de Freitas}},
title = {Portfolio Allocation for {B}ayesian Optimization},
booktitle = {27th Conference on Uncertainty in Artificial Intelligence (UAI2011)},
year = {2011},
owner = {rmcantin},
timestamp = {2011.10.24}
}
@ARTICLE{Huang06,
author = {D. Huang and T. T. Allen and W. I. Notz and N. Zheng},
title = {Global Optimization of Stochastic Black-Box Systems via Sequential
Kriging Meta-Models},
journal = {Journal of Global Optimization},
year = {2006},
volume = {34},
pages = {441- 466},
number = {3},
owner = {rmcantin},
timestamp = {2010.03.10}
}
@INPROCEEDINGS{HutHooLey11-smac,
author = {Frank Hutter and Holger H. Hoos and Kevin Leyton-Brown},
title = {Sequential Model-Based Optimization for General Algorithm Configuration},
booktitle = {Proceedings of Learning and Intelligent Optimization (LION-5)},
year = {2011},
pages = {507–523},
owner = {rmcantin},
timestamp = {2013.05.07}
}
@ARTICLE{Igel04,
author = {Christian Igel and Marc Toussaint},
title = {A No-Free-Lunch theorem for non-uniform distributions of target functions},
journal = {Journal of Mathematical Modelling and Algorithms},
year = {2004},
volume = {3},
pages = {313-322},
owner = {rmcantin},
timestamp = {2010.06.22}
}
@ARTICLE{Jeffreys1946,
author = {Jeffreys, Harold.},
title = {An Invariant Form for the Prior Probability in Estimation Problems},
journal = {Proceedings of the Royal Society of London. Series A, Mathematical
and Physical Sciences},
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pages = {453–461},
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owner = {rmcantin},
timestamp = {2011.12.02}
}
@MISC{Johnson,
author = {Steven G. Johnson},
title = {The {NLopt} nonlinear-optimization package},
howpublished = {http://ab-initio.mit.edu/nlopt},
year = {2013},
owner = {rmcantin},
timestamp = {2011.10.24},
url = {http://ab-initio.mit.edu/nlopt}
}
@ARTICLE{Jones:1993,
author = {D.R. Jones and C.D. Perttunen and B.E. Stuckman},
title = {Lipschitzian Optimization Without the {L}ipschitz Constant},
journal = {Journal of Optimization Theory and Applications},
year = {1993},
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number = {1},
month = {October},
keywords = {optimization, DIRECT, fornips},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@ARTICLE{Jones:2001,
author = {Donald R. Jones},
title = {A Taxonomy of Global Optimization Methods Based on Response Surfaces},
journal = {Journal of Global Optimization},
year = {2001},
volume = {21},
pages = {345--383},
keywords = {Gaussian processes, optimization, active learning, fornips},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@ARTICLE{Jones:1998,
author = {Donald R. Jones and Matthias Schonlau and William J. Welch},
title = {Efficient Global Optimization of Expensive Black-Box Functions},
journal = {Journal of Global Optimization},
year = {1998},
volume = {13},
pages = {455--492},
number = {4},
keywords = {active learning, optimization, Gaussian processes, fornips},
owner = {rmcantin},
rating = {4},
read = {Yes},
timestamp = {2010.06.18}
}
@ARTICLE{Kaelbling96jmlr,
author = {Leslie P. Kaelbling and Michael L. Littman and Andrew W. Moore},
title = {{Reinforcement learning: A survey}},
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year = {1996},
volume = {4},
pages = {237-285},
owner = {rmcantin},
timestamp = {2013.03.12}
}
@ARTICLE{kleijnen2012expected,
author = {Kleijnen, Jack PC and van Beers, Wim and Van Nieuwenhuyse, Inneke},
title = {Expected improvement in efficient global optimization through bootstrapped
kriging},
journal = {Journal of Global Optimization},
year = {2012},
volume = {54},
pages = {59--73},
number = {1},
publisher = {Springer}
}
@ARTICLE{Krause08JMLR,
author = {Andreas Krause and Ajit Singh and Carlos Guestrin},
title = {Near-optimal Sensor Placements in {Gaussian} Processes: Theory, Efficient
Algorithms and Empirical Studies},
journal = {Journal of Machine Learning Research},
year = {2008},
volume = {9},
pages = {235-284},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@ARTICLE{KroemerJRAS_66360,
author = {Kroemer, Oliver and Detry, Renaud and Piater, Justus and Peters,
Jan},
title = {Combining Active Learning and Reactive Control for Robot Grasping},
journal = {Robotics and Autonomous Systems},
year = {2010},
volume = {58},
pages = {1105-1116},
number = {9},
owner = {rmcantin},
timestamp = {2013.05.07},
url = {http://robot-learning.de/pmwiki/uploads/Publications/KroemerJRAS_6636[0].pdf}
}
@ARTICLE{Kushner:1964,
author = {Harold J. Kushner},
title = {A New Method of Locating the Maximum of an Arbitrary Multipeak Curve
in the Presence of Noise},
journal = {Journal of Basic Engineering},
year = {1964},
volume = {86},
pages = {97--106},
owner = {rmcantin},
timestamp = {2011.10.24}
}
@INPROCEEDINGS{Lizotte2007,
author = {Daniel Lizotte and Tao Wang and Michael Bowling and Dale Schuurmans.},
title = {Automatic gait optimization with gaussian process regression},
booktitle = {Proceedings of the Twentieth International Joint Conference on Artificial
Intelligence (IJCAI)},
year = {2007},
pages = {944--949},
owner = {rmcantin},
timestamp = {2013.05.06}
}
@INPROCEEDINGS{Marchant2012,
author = {Marchant, Roman and Ramos, Fabio},
title = {Bayesian optimisation for Intelligent Environmental Monitoring},
booktitle = {Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International
Conference on},
year = {2012},
pages = {2242-2249},
doi = {10.1109/IROS.2012.6385653},
issn = {2153-0858},
keywords = {Bayes methods;environmental monitoring (geophysics);mean square error
methods;mobile robots;optimisation;Bayesian optimisation;RMSE error;autonomous
moving robot;intelligent environmental monitoring;sensing location;sensor
network;spatial-temporal model;utility function;Gases;Optimization;Robot
sensing systems},
owner = {rmcantin},
timestamp = {2013.05.06}
}
@TECHREPORT{Martinez-Cantin2012,
author = {Ruben Martinez-Cantin},
title = {Efficient computation of stable grasps through {Bayesian} optimization},
institution = {ISR-Vislab},
year = {2012},
owner = {rmcantin},
timestamp = {2013.05.07}
}
@ARTICLE{MartinezCantin09AR,
author = {Ruben Martinez-Cantin and Nando {de Freitas} and Eric Brochu and
Jose A. Castellanos and Arnoud Doucet},
title = {A {Bayesian} Exploration-Exploitation Approach for Optimal Online
Sensing and Planning with a Visually Guided Mobile Robot.},
journal = {Autonomous Robots - Special Issue on Robot Learning, Part B},
year = {2009},
volume = {27},
pages = {93-103},
number = {3},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@INPROCEEDINGS{MartinezCantin07RSS,
author = {Ruben Martinez-Cantin and Nando {de Freitas} and Arnoud Doucet and
Jose A. Castellanos},
title = {Active Policy Learning for Robot Planning and Exploration under Uncertainty},
booktitle = {Robotics: Science and Systems},
year = {2007},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@ARTICLE{Mockus94,
author = {Jonas Mockus},
title = {Application of Bayesian Approach to Numerical Methods of Global and
Stochastic Optimization},
journal = {Journal of Global Optimization},
year = {1994},
volume = {4},
pages = {347-365},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@BOOK{Mockus1989,
title = {Bayesian Approach to Global Optimization},
publisher = {Kluwer Academic Publishers},
year = {1989},
author = {Mockus, Jonas},
volume = {37},
series = {Mathematics and Its Applications},
owner = {rmcantin},
timestamp = {2013.05.15}
}
@INCOLLECTION{Mockus78,
author = {Jonas Mockus and Vytautas Tiesis and Antanas Zilinskas},
title = {The application of {Bayesian} methods for seeking the extremum},
booktitle = {Towards Global Optimisation 2},
publisher = {Elsevier},
year = {1978},
editor = {L.C.W. Dixon and G.P. Szego},
pages = {117-129},
owner = {rmcantin},
timestamp = {2010.06.18}
}
@INPROCEEDINGS{Moore:1996,
author = {Andrew W. Moore and Jeff Schneider},
title = {Memory-based Stochastic Optimization},
booktitle = {Advances in Neural Information Processing Systems},
year = {1996},
editor = {David S. Touretzky and Michael C. Mozer and Michael E. Hasselmo},
volume = {8},
pages = {1066--1072},
publisher = mit,
owner = {rmcantin},
timestamp = {2010.06.18}
}
@ARTICLE{OHagan1992,
author = {Anthony O'Hagan},
title = {Some {B}ayesian Numerical Analysis},
journal = {Bayesian Statistics},
year = {1992},
volume = {4},
pages = {345--363},
owner = {rmcantin},
timestamp = {2011.10.24}
}
@INPROCEEDINGS{Peters_PIICIRS_2006,
author = {Peters, J. and Schaal, S.},
title = {Policy gradient methods for robotics},
booktitle = {Proceedings of the IEEE International Conference on Intelligent Robotics
Systems (IROS 2006)},
year = {2006},
key = {policy gradient methods, reinforcement learning, robotics},
owner = {rmcantin},
timestamp = {2013.05.07},
url = {http://www-clmc.usc.edu/publications/P/peters-IROS2006.pdf}
}
@ARTICLE{Rasmussen2010,
author = {Carl E. Rasmussen and Hannes Nickisch},
title = {{G}aussian Processes for Machine Learning {(GPML)} Toolbox},
journal = {Journal of Machine Learning Research},
year = {2010},
volume = {11},
pages = {3011-3015},
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timestamp = {2011.09.09}
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