DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks

DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks

13 April 2017

Valentin Flunkert

Papers citing "DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks"

13 / 263 papers shown

Title
Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models Vincent Le Guen Nicolas Thome AI4TS 39 134 0 19 Sep 2019
LSTM-MSNet: Leveraging Forecasts on Sets of Related Time Series with Multiple Seasonal Patterns Kasun Bandara Christoph Bergmeir Hansika Hewamalage AI4TS 22 138 0 10 Sep 2019
GluonTS: Probabilistic Time Series Models in Python A. Alexandrov Konstantinos Benidis Michael Bohlke-Schneider Valentin Flunkert Jan Gasthaus ... David Salinas J. Schulz Lorenzo Stella Ali Caner Türkmen Bernie Wang BDL AI4TS 26 114 0 12 Jun 2019
Probabilistic Forecasting with Temporal Convolutional Neural Network Yitian Chen Yanfei Kang Yixiong Chen Zizhuo Wang BDL AI4TS 22 318 0 11 Jun 2019
Deep Factors for Forecasting Bernie Wang Alex Smola Danielle C. Maddix Jan Gasthaus Dean Phillips Foster Tim Januschowski BDL 24 170 0 28 May 2019
N-BEATS: Neural basis expansion analysis for interpretable time series forecasting Boris N. Oreshkin Dmitri Carpov Nicolas Chapados Yoshua Bengio AI4TS 25 1,016 0 24 May 2019
Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting Rajat Sen Hsiang-Fu Yu Inderjit Dhillon AI4TS 39 349 0 09 May 2019
Sales Demand Forecast in E-commerce using a Long Short-Term Memory Neural Network Methodology Kasun Bandara Peibei Shi Christoph Bergmeir Hansika Hewamalage Quoc-Huy Tran Brian Seaman AI4TS 35 146 0 13 Jan 2019
Deep Factors with Gaussian Processes for Forecasting Danielle C. Maddix Bernie Wang Alex Smola BDL UQCV AI4TS 36 41 0 30 Nov 2018
A Local Regret in Nonconvex Online Learning Sergul Aydore Lee H. Dicker Dean Phillips Foster 30 4 0 13 Nov 2018
FinBrain: When Finance Meets AI 2.0 Xiaolin Zheng Mengying Zhu Qibing Li Chaochao Chen Yanchao Tan AIFin 34 53 0 26 Aug 2018
Foundations of Sequence-to-Sequence Modeling for Time Series Vitaly Kuznetsov Zelda E. Mariet AI4TS BDL 27 56 0 09 May 2018
Stochastic Training of Neural Networks via Successive Convex Approximations Simone Scardapane P. Di Lorenzo 24 9 0 15 Jun 2017