DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks

13 April 2017

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

50 / 263 papers shown

Title
Analytics of Business Time Series Using Machine Learning and Bayesian Inference B. Pavlyshenko BDL AI4TS 39 2 0 25 May 2022
FreDo: Frequency Domain-based Long-Term Time Series Forecasting Fan-Keng Sun Duane S. Boning AI4TS 53 11 0 24 May 2022
Forecasting of Non-Stationary Sales Time Series Using Deep Learning B. Pavlyshenko AI4TS 30 4 0 23 May 2022
Efficient Automated Deep Learning for Time Series Forecasting Difan Deng Florian Karl Frank Hutter Bernd Bischl Marius Lindauer AI4TS 56 16 0 11 May 2022
Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows M. Arpogaus Marcus Voss Beate Sick Mark Nigge-Uricher Oliver Durr 33 16 0 29 Apr 2022
Few-Shot Forecasting of Time-Series with Heterogeneous Channels L. Brinkmeyer Rafael Rêgo Drumond Johannes Burchert Lars Schmidt-Thieme AI4TS 28 7 0 07 Apr 2022
Forecast Evaluation for Data Scientists: Common Pitfalls and Best Practices Hansika Hewamalage Klaus Ackermann Christoph Bergmeir AI4TS 67 89 0 21 Mar 2022
Neural Forecasting of the Italian Sovereign Bond Market with Economic News Sergio Consoli L. Pezzoli Elisa Tosetti 23 4 0 11 Mar 2022
Probabilistic forecasts of wind power generation in regions with complex topography using deep learning methods: An Arctic case Odin Foldvik Eikeland Finn Dag Hovem T. Olsen M. Chiesa F. Bianchi 33 25 0 10 Mar 2022
Robust Probabilistic Time Series Forecasting Taeho Yoon Youngsuk Park Ernest K. Ryu Yuyang Wang AAML AI4TS 27 18 0 24 Feb 2022
Simulating Network Paths with Recurrent Buffering Units Divyam Anshumaan S. Balasubramanian Shubham Tiwari Nagarajan Natarajan Sundararajan Sellamanickam V. Padmanabhan 34 0 0 23 Feb 2022
Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Dazhao Du Fuchun Sun Zhewei Wei AI4TS 23 43 0 23 Feb 2022
Multivariate Quantile Function Forecaster Kelvin K. Kan Franccois-Xavier Aubet Tim Januschowski Youngsuk Park Konstantinos Benidis Lars Ruthotto Jan Gasthaus AI4TS 39 22 0 23 Feb 2022
Robust Nonparametric Distribution Forecast with Backtest-based Bootstrap and Adaptive Residual Selection Longshaokan Wang Lingda Wang M. Georgieva Paulo Machado Abinaya Ulagappa Safwan Ahmed Yanxia Lu Arjun Bakshi F. Ghassemi TTA 21 1 0 16 Feb 2022
LIMREF: Local Interpretable Model Agnostic Rule-based Explanations for Forecasting, with an Application to Electricity Smart Meter Data Dilini Sewwandi Rajapaksha Christoph Bergmeir AI4TS 16 16 0 15 Feb 2022
Electricity Consumption Forecasting for Out-of-distribution Time-of-Use Tariffs Jyoti Narwariya Chetan Verma Pankaj Malhotra L. Vig E. Subramanian Sanjay Bhat AI4TS 33 2 0 11 Feb 2022
Robust Audio Anomaly Detection Wo Jae Lee Karim Helwani A. Krishnaswamy S. Tenneti OOD AI4TS 30 2 0 03 Feb 2022
ETSformer: Exponential Smoothing Transformers for Time-series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Guosheng Lin AI4TS 36 162 0 03 Feb 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 30 1,317 0 30 Jan 2022
DDG-DA: Data Distribution Generation for Predictable Concept Drift Adaptation Wendi Li Xiao Yang Weiqing Liu Yingce Xia Jiang Bian DiffM AI4TS 28 51 0 11 Jan 2022
TFDPM: Attack detection for cyber-physical systems with diffusion probabilistic models Tijin Yan Tong Zhou Yufeng Zhan Yuanqing Xia DiffM 23 7 0 20 Dec 2021
SSDNet: State Space Decomposition Neural Network for Time Series Forecasting Yang Lin I. Koprinska Mashud Rana BDL AI4TS 26 31 0 19 Dec 2021
GOPHER: Categorical probabilistic forecasting with graph structure via local continuous-time dynamics Ke Alexander Wang Danielle C. Maddix Yuyang Wang AI4CE 33 1 0 18 Dec 2021
A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling Thabang Mathonsi Terence L van Zyl AI4TS 41 30 0 16 Dec 2021
A Daily Tourism Demand Prediction Framework Based on Multi-head Attention CNN: The Case of The Foreign Entrant in South Korea Dong-Keon Kim S. K. Shyn Donghee Kim Seungwoo Jang Kwangsu Kim AI4TS 18 6 0 01 Dec 2021
Crime Prediction with Graph Neural Networks and Multivariate Normal Distributions Selim Furkan Tekin Suleyman Serdar Kozat 29 12 0 29 Nov 2021
LoMEF: A Framework to Produce Local Explanations for Global Model Time Series Forecasts Dilini Sewwandi Rajapaksha Christoph Bergmeir Rob J. Hyndman FAtt AI4TS 11 13 0 13 Nov 2021
Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting Youngsuk Park Danielle C. Maddix Franccois-Xavier Aubet Kelvin K. Kan Jan Gasthaus Yuyang Wang UQCV AI4TS 94 38 0 12 Nov 2021
Deep diffusion-based forecasting of COVID-19 by incorporating network-level mobility information Padmaksha Roy Shailik Sarkar Subhodip Biswas Fanglan Chen Zhiqian Chen Naren Ramakrishnan Chang-Tien Lu DiffM 43 8 0 09 Nov 2021
Discovering Supply Chain Links with Augmented Intelligence Achintya Gopal Chun-Han Chang 40 3 0 02 Nov 2021
MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data Zhibo Zhu Ziqi Liu Ge Jin Qing Cui Lei Chen Jun Zhou Jianyong Zhou AI4TS 29 15 0 27 Oct 2021
Deep Explicit Duration Switching Models for Time Series Abdul Fatir Ansari Konstantinos Benidis Richard Kurle Ali Caner Turkmen Harold Soh Alex Smola Yuyang Wang Tim Januschowski BDL 21 19 0 26 Oct 2021
Neural Flows: Efficient Alternative to Neural ODEs Marin Bilovs Johanna Sommer Syama Sundar Rangapuram Tim Januschowski Stephan Günnemann AI4TS 40 70 0 25 Oct 2021
Forecasting Market Prices using DL with Data Augmentation and Meta-learning: ARIMA still wins! Vedant Shah Gautam M. Shroff AI4TS 28 5 0 19 Oct 2021
A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids Xiangtian Zheng Nan Xu Loc Trinh Dongqi Wu Tong Huang S. Sivaranjani Yan Liu Le Xie AI4CE 41 44 0 12 Oct 2021
Temporal Convolutions for Multi-Step Quadrotor Motion Prediction Sam Looper Steven L. Waslander 29 5 0 08 Oct 2021
Darts: User-Friendly Modern Machine Learning for Time Series J. Herzen Francesco Lässig Samuele Giuliano Piazzetta T. Neuer Léo Tafti ... Mounir Benheddi Camila Williamson Michal Kosinskihttps://www.semanticscholar.org/me/account M. Petrik Gaël Grosch AI4TS 45 217 0 07 Oct 2021
Deep Spatio-Temporal Wind Power Forecasting Jiangyuan Li Mohammadreza Armandpour 24 21 0 29 Sep 2021
Interpretability in Safety-Critical FinancialTrading Systems Gabriel Deza Adelin Travers C. Rowat Nicolas Papernot AAML AIFin 23 1 0 24 Sep 2021
Neural forecasting at scale Philippe Chatigny Shengrui Wang Jean-Marc Patenaude and Boris N. Oreshkin AI4TS 35 1 0 20 Sep 2021
From Known to Unknown: Knowledge-guided Transformer for Time-Series Sales Forecasting in Alibaba Xinyuan Qi Kai Hou Tong Liu Zhongzhong Yu Sihao Hu Wenwu Ou AI4TS 47 19 0 17 Sep 2021
TCCT: Tightly-Coupled Convolutional Transformer on Time Series Forecasting Li Shen Yangzhu Wang AI4TS 37 92 0 29 Aug 2021
ASAT: Adaptively Scaled Adversarial Training in Time Series Zhiyuan Zhang Wei Li Ruihan Bao Keiko Harimoto Hao Sun Xu Sun AI4TS 29 5 0 20 Aug 2021
AdaRNN: Adaptive Learning and Forecasting of Time Series Yuntao Du Jindong Wang Wenjie Feng Sinno Jialin Pan Tao Qin Renjun Xu Chongjun Wang AI4TS 35 238 0 10 Aug 2021
Predictive and Prescriptive Performance of Bike-Sharing Demand Forecasts for Inventory Management Daniele Gammelli Yihua Wang Dennis Prak Filipe Rodrigues Stefan Minner Francisco Câmara Pereira AI4TS 24 36 0 28 Jul 2021
Topological Attention for Time Series Forecasting Sebastian Zeng Florian Graf Christoph Hofer Roland Kwitt AI4TS 13 24 0 19 Jul 2021
A comparison of LSTM and GRU networks for learning symbolic sequences Roberto Cahuantzi Xinye Chen S. Güttel 28 136 0 05 Jul 2021
Randomized Neural Networks for Forecasting Time Series with Multiple Seasonality Grzegorz Dudek BDL AI4TS 23 4 0 04 Jul 2021
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Haixu Wu Jiehui Xu Jianmin Wang Mingsheng Long AI4TS 61 2,113 0 24 Jun 2021
ScoreGrad: Multivariate Probabilistic Time Series Forecasting with Continuous Energy-based Generative Models Tijin Yan Hongwei Zhang Tong Zhou Yufeng Zhan Yuanqing Xia DiffM AI4TS 36 38 0 18 Jun 2021