Tim Januschowski

Deep State Space Models for Time Series Forecasting

Syama Sundar Rangapuram, Matthias Seeger, Jan Gasthaus et al. · Neural Information Processing Systems · 2018 · 441 citations

Forecasting Methodology, Deep Neural Networks, Engineering +11

Criteria for classifying forecasting methods

Tim Januschowski, Jan Gasthaus, Yuyang Wang et al. · International Journal of Forecasting · 2019 · 194 citations

Forecasting Methods, Forecasting Methodology, Engineering +10

On Challenges in Machine Learning Model Management

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

Artificial Intelligence, Engineering, Machine Learning +8

Probabilistic demand forecasting at scale

Joos-Hendrik Böse, Valentín Flunkert, Jan Gasthaus et al. · Proceedings of the VLDB Endowment · 2017 · 119 citations

Engineering, Machine Learning, Machine Learning Tool +24

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

Engineering, Machine Learning, Temporal Pattern Recognition +3