Markus Kaiser

Publication Activity (10 Years)

Years Active: 2017-2022
Publications (10 Years): 13

Top Topics

Gaussian Process

Multi Task Learning

Top Venues

Publications

Mala Virdee, Markus Kaiser, Emily Shuckburgh, Carl Henrik Ek, Ieva Kazlauskaite
Optimisation of a global climate model ensemble for prediction of extreme heat days. CoRR (2022)
Aditya Ravuri, Tom R. Andersson, Ieva Kazlauskaite, Will Tebbutt, Richard E. Turner, J. Scott Hosking, Neil D. Lawrence, Markus Kaiser
Ice Core Dating using Probabilistic Programming. CoRR (2022)
Erik Bodin, Markus Kaiser, Ieva Kazlauskaite, Zhenwen Dai, Neill W. Campbell, Carl Henrik Ek
Modulating Surrogates for Bayesian Optimization. ICML (2020)
Markus Kaiser, Clemens Otte, Thomas A. Runkler, Carl Henrik Ek
Bayesian decomposition of multi-modal dynamical systems for reinforcement learning. Neurocomputing 416 (2020)
Ivan Ustyuzhaninov, Ieva Kazlauskaite, Markus Kaiser, Erik Bodin, Neill D. F. Campbell, Carl Henrik Ek
Compositional uncertainty in deep Gaussian processes. UAI (2020)
Markus Kaiser, Clemens Otte, Thomas A. Runkler, Carl Henrik Ek
interpretable dynamics models for data-efficient reinforcement learning. ESANN (2019)
Markus Kaiser, Clemens Otte, Thomas A. Runkler, Carl Henrik Ek
Interpretable Dynamics Models for Data-Efficient Reinforcement Learning. CoRR (2019)
Markus Kaiser, Clemens Otte, Thomas A. Runkler, Carl Henrik Ek
Data Association with Gaussian Processes. ECML/PKDD (2) (2019)
Erik Bodin, Markus Kaiser, Ieva Kazlauskaite, Neill D. F. Campbell, Carl Henrik Ek
Modulated Bayesian Optimization using Latent Gaussian Process Models. CoRR (2019)
Ivan Ustyuzhaninov, Ieva Kazlauskaite, Markus Kaiser, Erik Bodin, Neill D. F. Campbell, Carl Henrik Ek
Compositional uncertainty in deep Gaussian processes. CoRR (2019)
Markus Kaiser, Clemens Otte, Thomas A. Runkler, Carl Henrik Ek
Multimodal Deep Gaussian Processes. CoRR (2018)
Markus Kaiser, Clemens Otte, Thomas A. Runkler, Carl Henrik Ek
Bayesian Alignments of Warped Multi-Output Gaussian Processes. NeurIPS (2018)
Markus Kaiser, Clemens Otte, Thomas A. Runkler, Carl Henrik Ek
Bayesian Alignments of Warped Multi-Output Gaussian Processes. CoRR (2017)