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stat.ML2018
Data Association with Gaussian Processes
Markus Kaiser, Clemens Otte, Thomas Runkler +1
The data association problem is concerned with separating data coming from different generating processes, for example when data come from different data sources, contain significa…
stat.ML2017★ 3 cited
Bayesian Alignments of Warped Multi-Output Gaussian Processes
Markus Kaiser, Clemens Otte, Thomas Runkler +1
We propose a novel Bayesian approach to modelling nonlinear alignments of time series based on latent shared information. We apply the method to the real-world problem of finding c…