Aldemir, M, Kara, IH, Girgin, S, Guloglu , C
Background. Burns continue to be responsible for significant morbidity and mortality in developing countries. In this study we aimed to determine the factors affecting mortality and epidemiological...
Policy Learning: A Unified Perspective with Applications in Robotics (2008)
Peters, J., Kober, J., Nguyen-Tuong, D., Girgin, S., Loth, M., Munos, R., ...
Policy Learning approaches are among the best suited methods for high-dimensional, continuous control systems such as anthropomorphic robot arms and humanoid robots. In this paper, we show two...
Probabilistic Inference for Fast Learning in Control (2008)
Rasmussen, C.E., Deisenroth, M.P., Girgin, S., Loth, M., Munos, R., Preux, P., ...
We provide a novel framework for very fast model-based reinforcement learning in continuous state and action spaces. The framework requires probabilistic models that explicitly characterize their...