David Salinas

DeepAR: Probabilistic forecasting with autoregressive recurrent networks

David Salinas, Valentín Flunkert, Jan Gasthaus · International Journal of Forecasting · 2019 · 238 citations · Full text

Computing, Computer Science, Data Science +17

Criteria for classifying forecasting methods

Tim Januschowski, Jan Gasthaus, Yuyang Wang et al. · International Journal of Forecasting · 2019 · 202 citations

Computing, Meteorology, Forecasting +11

On Challenges in Machine Learning Model Management

Sebastian Schelter, Felix Bießmann, Tim Januschowski et al. · IEEE Data(base) Engineering Bulletin · 2015 · 139 citations

Computing, Computer Science, Algorithms +11

Probabilistic demand forecasting at scale

Joos-Hendrik Böse, Valentín Flunkert, Jan Gasthaus et al. · Proceedings of the VLDB Endowment · 2017 · 124 citations

Computing, Computer Science, Data Science +17

GluonTS: Probabilistic and Neural Time Series Modeling in Python

A. Alexandrov, Konstantinos Benidis, Michael Bohlke‐Schneider et al. · Journal of Machine Learning Research · 2020 · 117 citations

Computing, Data Science, Machine Learning +11