Sustainability and Machine Learning Group
Sustainability and Machine Learning Group
Home
Team
Publications
Blog
Teaching
Talks
News
Openings
Carl E. Rasmussen
Publications
Manifold Gaussian Processes for Regression (2016)
Gaussian Processes for Data-Efficient Learning in Robotics and Control (2015)
Policy Search For Learning Robot Control Using Sparse Data (2014)
Autonomous Planning and Control with Bayesian Nonparametric Models (2012)
Robust Filtering and Smoothing with Gaussian Processes (2012)
Learning in Robotics using Bayesian Nonparametrics (2011)
Learning to Control a Low-Cost Manipulator using Data-Efficient Reinforcement Learning (2011)
PILCO: A Model-Based and Data-Efficient Approach to Policy Search (2011)
State-Space Inference and Learning with Gaussian Processes (2010)
Bayesian Inference for Efficient Learning in Control (2009)
Efficient Reinforcement Learning for Motor Control (2009)
Gaussian Process Dynamic Programming (2009)
Approximate Dynamic Programming with Gaussian Processes (2008)
Model-Based Reinforcement Learning with Continuous States and Actions (2008)
Probabilistic Inference for Fast Learning in Control (2008)
Cite
×