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 | 3107 | 2007 |
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 | 2605 | 2009 |
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 | 1966 | 2008 |
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 | 1589 | 2012 |
Inferring networks of diffusion and influence M Gomez Rodriguez, J Leskovec, A Krause Proceedings of the 16th ACM SIGKDD international conference on Knowledge …, 2010 | 1589 | 2010 |
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 | 1091 | 2018 |
Submodular function maximization. A Krause, D Golovin Tractability 3 (71-104), 3, 2014 | 1047 | 2014 |
Safe model-based reinforcement learning with stability guarantees F Berkenkamp, M Turchetta, A Schoellig, A Krause Advances in neural information processing systems 30, 2017 | 979 | 2017 |
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 | 958 | 2012 |
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 | 810 | 2011 |
Unfreezing the robot: Navigation in dense, interacting crowds P Trautman, A Krause 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2010 | 738 | 2010 |
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 | 676 | 2008 |
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 | 608 | 2005 |
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 | 603 | 2006 |
Near-optimal nonmyopic value of information in graphical models A Krause, CE Guestrin arXiv preprint arXiv:1207.1394, 2012 | 554 | 2012 |
SenSay: A Context-Aware Mobile Phone. DP Siewiorek, A Smailagic, J Furukawa, A Krause, N Moraveji, K Reiger, ... ISWC 3, 248, 2003 | 543 | 2003 |
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 | 505 | 2008 |
Predicting program properties from" big code" V Raychev, M Vechev, A Krause ACM SIGPLAN Notices 50 (1), 111-124, 2015 | 482 | 2015 |
Contextual gaussian process bandit optimization A Krause, C Ong Advances in neural information processing systems 24, 2011 | 476 | 2011 |
Parallelizing exploration-exploitation tradeoffs in Gaussian process bandit optimization. T Desautels, A Krause, JW Burdick J. Mach. Learn. Res. 15 (1), 3873-3923, 2014 | 470 | 2014 |