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Multi-fidelity Bayesian Optimisation with Continuous Approximations.

, , , and . ICML, volume 70 of Proceedings of Machine Learning Research, page 1799-1808. PMLR, (2017)

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Learning Opportunity Costs in Multi-Robot Market Based Planners., , , and . ICRA, page 1151-1156. IEEE, (2005)Projection Penalties: Dimension Reduction without Loss., and . ICML, page 1223-1230. Omnipress, (2010)Belief state approaches to signaling alarms in surveillance systems., , and . KDD, page 539-544. ACM, (2004)Efficiently learning the accuracy of labeling sources for selective sampling., , and . KDD, page 259-268. ACM, (2009)Efficiently computing minimax expected-size confidence regions., , , and . ICML, volume 227 of ACM International Conference Proceeding Series, page 97-104. ACM, (2007)A Study into Detection of Bio-Events in Multiple Streams of Surveillance Data., , and . BioSurveillance, volume 4506 of Lecture Notes in Computer Science, page 124-133. Springer, (2007)Efficient Learning on Point Sets., , and . ICDM, page 847-856. IEEE Computer Society, (2013)Robot Skill Learning, Basic Functions, and Control Regimes., and . ICRA (1), page 403-410. IEEE Computer Society Press, (1993)Nonparametric Divergence Estimation with Applications to Machine Learning on Distributions., , and . UAI, page 599-608. AUAI Press, (2011)Using response surfaces and expected improvement to optimize snake robot gait parameters., , and . IROS, page 1069-1074. IEEE, (2011)