Andreas Krause

Affiliations: 
Applied and Computational Mathematics California Institute of Technology, Pasadena, CA 
Area:
Applied Mathematics, Computer Science, Operations Research
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"Andreas Krause"
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Publications

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Schulz E, Speekenbrink M, Krause A. (2018) A tutorial on Gaussian process regression: Modelling, exploring, and exploiting functions Journal of Mathematical Psychology. 85: 1-16
Schulz E, Huys QJM, Bach DR, et al. (2016) Better safe than sorry: Risky function exploitation through safe optimization Cognitive Science. 1140-1145
Krause A, Golovin D, Converse SJ. (2014) Sequential decision making in computational sustainability via adaptive submodularity Ai Magazine. 35: 8-18
Casati N, Gabrani M, Viswanathan R, et al. (2014) Automated sample plan selection for OPC modeling Proceedings of Spie - the International Society For Optical Engineering. 9052
Srinivas N, Krause A, Kakade SM, et al. (2012) Information-theoretic regret bounds for Gaussian process optimization in the bandit setting Ieee Transactions On Information Theory. 58: 3250-3265
Golovin D, Krause A. (2011) Adaptive submodularity: Theory and applications in active learning and stochastic optimization Journal of Artificial Intelligence Research. 42: 427-486
Krause A, Guestrin C. (2011) Submodularity and its applications in optimized information gathering Acm Transactions On Intelligent Systems and Technology. 2: 32
Krause A, Guestrin C, Gupta A, et al. (2011) Robust sensor placements at informative and communication-efficient locations Acm Transactions On Sensor Networks. 7
Krause A, Guestrin C. (2009) Optimal value of information in graphical models Journal of Artificial Intelligence Research. 35: 557-591
Singh A, Krause A, Guestrin C, et al. (2009) Efficient informative sensing using multiple robots Journal of Artificial Intelligence Research. 34: 707-755
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