Andreas Krause

Cost-effective outbreak detection in networks

Jure Leskovec, Andreas Krause, Carlos Guestrin et al. · 2007 · 2.5K citations · Full text

A tutorial on Gaussian process regression: Modelling, exploring, and exploiting functions

Eric Schulz, Maarten Speekenbrink, Andreas Krause · Journal of Mathematical Psychology · 2018 · 1.6K citations

Gaussian Process Regression, Engineering, Gaussian Process +6

Near-Optimal Sensor Placements in Gaussian Processes: Theory, Efficient Algorithms and Empirical Studies

Andreas Krause, Ajit Singh, Carlos Guestrin · Journal of Machine Learning Research · 2008 · 1.2K citations

Mathematical Programming, Engineering, Computational Complexity +19

Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design

Niranjan Srinivas, Andreas Krause · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · 2009 · 1K citations · Full text

Mathematical Programming, Engineering, Machine Learning +17

Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting

Niranjan Srinivas, Andreas Krause, Sham M. Kakade et al. · IEEE Transactions on Information Theory · 2012 · 918 citations · Full text