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Andreas Krause
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Cost-effective outbreak detection in networks
J Leskovec, A Krause, C Guestrin, C Faloutsos, J VanBriesen, N Glance
Proceedings of the 13th ACM SIGKDD international conference on Knowledge …, 2007
31052007
Gaussian process optimization in the bandit setting: No regret and experimental design
N Srinivas, A Krause, SM Kakade, M Seeger
arXiv preprint arXiv:0912.3995, 2009
26002009
Near-optimal sensor placements in Gaussian processes: Theory, efficient algorithms and empirical studies.
A Krause, A Singh, C Guestrin
Journal of Machine Learning Research 9 (2), 2008
19652008
Inferring networks of diffusion and influence
M Gomez-Rodriguez, J Leskovec, A Krause
ACM Transactions on Knowledge Discovery from Data (TKDD) 5 (4), 21, 2012
15892012
Inferring networks of diffusion and influence
M Gomez Rodriguez, J Leskovec, A Krause
Proceedings of the 16th ACM SIGKDD international conference on Knowledge …, 2010
15892010
A tutorial on Gaussian process regression: Modelling, exploring, and exploiting functions
E Schulz, M Speekenbrink, A Krause
Journal of Mathematical Psychology 85, 1-16, 2018
10842018
Submodular function maximization.
A Krause, D Golovin
Tractability 3 (71-104), 3, 2014
10472014
Safe model-based reinforcement learning with stability guarantees
F Berkenkamp, M Turchetta, A Schoellig, A Krause
Advances in neural information processing systems 30, 2017
9752017
Information-theoretic regret bounds for gaussian process optimization in the bandit setting
N Srinivas, A Krause, SM Kakade, MW Seeger
IEEE transactions on information theory 58 (5), 3250-3265, 2012
9572012
Adaptive submodularity: Theory and applications in active learning and stochastic optimization
D Golovin, A Krause
Journal of Artificial Intelligence Research 42 (1), 427-486, 2011
8102011
Unfreezing the robot: Navigation in dense, interacting crowds
P Trautman, A Krause
2010 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2010
7372010
The battle of the water sensor networks (BWSN): A design challenge for engineers and algorithms
A Ostfeld, JG Uber, E Salomons, JW Berry, WE Hart, CA Phillips, ...
Journal of water resources planning and management 134 (6), 556-568, 2008
6762008
Near-optimal sensor placements in gaussian processes
C Guestrin, A Krause, AP Singh
Proceedings of the 22nd international conference on Machine learning, 265-272, 2005
6082005
Near-optimal sensor placements: Maximizing information while minimizing communication cost
A Krause, C Guestrin, A Gupta, J Kleinberg
Proceedings of the 5th international conference on Information processing in …, 2006
6032006
Near-optimal nonmyopic value of information in graphical models
A Krause, CE Guestrin
arXiv preprint arXiv:1207.1394, 2012
5542012
SenSay: A Context-Aware Mobile Phone.
DP Siewiorek, A Smailagic, J Furukawa, A Krause, N Moraveji, K Reiger, ...
ISWC 3, 248, 2003
5432003
Efficient sensor placement optimization for securing large water distribution networks
A Krause, J Leskovec, C Guestrin, J VanBriesen, C Faloutsos
Journal of Water Resources Planning and Management 134 (6), 516-526, 2008
5052008
Predicting program properties from" big code"
V Raychev, M Vechev, A Krause
ACM SIGPLAN Notices 50 (1), 111-124, 2015
4822015
Contextual gaussian process bandit optimization
A Krause, C Ong
Advances in neural information processing systems 24, 2011
4742011
Parallelizing exploration-exploitation tradeoffs in Gaussian process bandit optimization.
T Desautels, A Krause, JW Burdick
J. Mach. Learn. Res. 15 (1), 3873-3923, 2014
4692014
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