39 citations · 107 across the 30 of their papers we have counts for
Showing 2019Show all
2 papers · 1 filter
stat.ML2019
Warped Input Gaussian Processes for Time Series Forecasting
David Tolpin
We introduce a Gaussian process-based model for handling of non-stationarity. The warping is achieved non-parametrically, through imposing a prior on the relative change of distanc…
cs.PL2019
Deployable probabilistic programming
David Tolpin
We propose design guidelines for a probabilistic programming facility suitable for deployment as a part of a production software system. As a reference implementation, we introduce…