Sotabase

Career

· Professor, ETH Zurich2011–
· Assistant Professor, Caltech2009–2012
· PhD in Computer Science, Carnegie Mellon University2004–2008
· Diplom in Computer Science and Mathematics, Technical University of Munich2004–

Publications (281)

Cost-effective outbreak detection in networks
Knowledge Discovery and Data Mining · 2007
2,699
cited
Near-optimal sensor placements in Gaussian processes
International Conference on Machine Learning · 2005
1,929
cited
Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting
IEEE Transactions on Information Theory · 2009
1,723
cited
Inferring networks of diffusion and influence
Knowledge Discovery and Data Mining · 2010
1,159
cited
Submodular Function Maximization
Tractability · 2014
986
cited
Adaptive Submodularity: Theory and Applications in Active Learning and Stochastic Optimization
Journal of Artificial Intelligence Research · 2010
639
cited
The Battle of the Water Sensor Networks (BWSN): A Design Challenge for Engineers and Algorithms
2008
567
cited
Near-optimal Nonmyopic Value of Information in Graphical Models
Conference on Uncertainty in Artificial Intelligence · 2005
474
cited
Lazier Than Lazy Greedy
AAAI Conference on Artificial Intelligence · 2014
445
cited
Efficient Sensor Placement Optimization for Securing Large Water Distribution Networks
2008
417
cited
Learning-Based Model Predictive Control for Safe Exploration
IEEE Conference on Decision and Control · 2018
410
cited
Predicting Program Properties from "Big Code"
ACM-SIGACT Symposium on Principles of Programming Languages · 2015
400
cited
Discriminative Clustering by Regularized Information Maximization
Neural Information Processing Systems · 2010
390
cited
Efficient Informative Sensing using Multiple Robots
Journal of Artificial Intelligence Research · 2014
376
cited
Near-optimal Observation Selection using Submodular Functions
AAAI Conference on Artificial Intelligence · 2007
374
cited
SenSay: a context-aware mobile phone
Seventh IEEE International Symposium on Wearable Computers, 2003. Proceedings. · 2003
371
cited
Streaming submodular maximization: massive data summarization on the fly
Knowledge Discovery and Data Mining · 2014
369
cited
Robust Submodular Observation Selection
2008
325
cited
Coresets via Bilevel Optimization for Continual Learning and Streaming
Neural Information Processing Systems · 2020
285
cited
Intelligent light control using sensor networks
ACM International Conference on Embedded Networked Sensor Systems · 2005
283
cited
Sotabase