Matthias Seeger

Using the Nyström Method to Speed Up Kernel Machines

Christopher K. I. Williams, Matthias Seeger · 2000 · 1.5K citations

Computing, Computer Science, Algorithms +10

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

Niranjan Srinivas, Andreas Krause, Sham M. Kakade et al. · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · 2009 · 1.1K citations · Full text

Computing, Computer Science, Algorithms +16

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 · 964 citations · Full text

Computing, Computer Science, Algorithms +15

Fast Sparse Gaussian Process Methods: The Informative Vector Machine

Ralf Herbrich, Neil D. Lawrence, Matthias Seeger · Neural Information Processing Systems · 2002 · 499 citations

Computing, Computer Science, Machine Learning +16

Deep State Space Models for Time Series Forecasting

Syama Sundar Rangapuram, Matthias Seeger, Jan Gasthaus et al. · Neural Information Processing Systems · 2018 · 443 citations

Computing, Computer Science, Forecasting +16