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N-BEATS: Neural basis expansion analysis for interpretable time series forecasting

24 May 2019

Papers citing "N-BEATS: Neural basis expansion analysis for interpretable time series forecasting"

50 / 474 papers shown

Title
Cross-Frequency Time Series Meta-Forecasting Mike Van Ness Huibin Shen Hongya Wang Xiaoyong Jin Danielle C. Maddix Karthick Gopalswamy AI4TS 66 5 0 04 Feb 2023
Creating Probabilistic Forecasts from Arbitrary Deterministic Forecasts using Conditional Invertible Neural Networks Kaleb Phipps Benedikt Heidrich Marian Turowski Moritz Wittig Ralf Mikut V. Hagenmeyer UQCV 52 1 0 03 Feb 2023
FV-MgNet: Fully Connected V-cycle MgNet for Interpretable Time Series Forecasting Jianqing Zhu Juncai He Lian Zhang Jinchao Xu 82 3 0 02 Feb 2023
Time Series Forecasting via Semi-Asymmetric Convolutional Architecture with Global Atrous Sliding Window Yuanpeng He AI4TS 80 0 0 31 Jan 2023
Recurrences reveal shared causal drivers of complex time series W. Gilpin CML AI4TS 90 8 0 31 Jan 2023
Targeted Attacks on Timeseries Forecasting Yuvaraj Govindarajulu Avinash Amballa Pavan Kulkarni Manojkumar Somabhai Parmar AAML AI4TS 38 6 0 27 Jan 2023
ClimaX: A foundation model for weather and climate Tung Nguyen Johannes Brandstetter Ashish Kapoor Jayesh K. Gupta Aditya Grover AI4Cl AI4CE 120 271 0 24 Jan 2023
Multi-view Kernel PCA for Time series Forecasting Arun Pandey Hannes De Meulemeester B. De Moor Johan A. K. Suykens AI4TS 73 5 0 24 Jan 2023
Ti-MAE: Self-Supervised Masked Time Series Autoencoders Zhe Li Zhongwen Rao Lujia Pan Pengyun Wang Zenglin Xu AI4TS 83 54 0 21 Jan 2023
Towards Long-Term Time-Series Forecasting: Feature, Pattern, and Distribution Yan Li Xin Lu Haoyi Xiong Jian Tang Jian Su Bo Jin Dejing Dou AI4TS 70 28 0 05 Jan 2023
A Concurrent CNN-RNN Approach for Multi-Step Wind Power Forecasting Syed Kazmi Berk Görgülü Mucahit Cevik M. Baydogan 56 5 0 02 Jan 2023
End-to-End Modeling Hierarchical Time Series Using Autoregressive Transformer and Conditional Normalizing Flow based Reconciliation Shiyu Wang Fan Zhou Yinbo Sun Lintao Ma James Y. Zhang Yang Zheng BDL AI4TS 80 8 0 28 Dec 2022
5G Long-Term and Large-Scale Mobile Traffic Forecasting Ufuk Uyan M. T. Isyapar Mahiye Uluyagmur Öztürk 15 4 0 21 Dec 2022
Gaussian Process Latent Variable Modeling for Few-shot Time Series Forecasting Yunyao Cheng Chenjuan Guo Kai Chen Kai Zhao B. Yang Jiandong Xie Christian S. Jensen Feiteng Huang Kai Zheng AI4TS 78 1 0 20 Dec 2022
Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting Slawek Smyl Grzegorz Dudek Paweł Pełka AI4TS 74 14 0 18 Dec 2022
An ensemble neural network approach to forecast Dengue outbreak based on climatic condition Madhurima Panja Tanujit Chakraborty Sk. Shahid Nadim I. Ghosh U. Kumar Nan Liu 45 25 0 16 Dec 2022
First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting Xiyuan Zhang Xiaoyong Jin Karthick Gopalswamy Gaurav Gupta Youngsuk Park Xingjian Shi Hongya Wang Danielle C. Maddix Yuyang Wang AI4TS 64 23 0 15 Dec 2022
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting Nghia Duong-Trung Kiran Madhusudhanan Danh Le-Phuoc AI4TS 100 4 0 15 Dec 2022
Improving Accuracy Without Losing Interpretability: A ML Approach for Time Series Forecasting Yiqi Sun Zheng Shi Jianshen Zhang Yongzhi Qi Hao Hu Zuo-jun Shen AI4TS 80 1 0 13 Dec 2022
Agnostic Learning for Packing Machine Stoppage Prediction in Smart Factories Gabriel Filios Ioannis Katsidimas S. Nikoletseas Stefanos H. Panagiotou Theofanis P. Raptis AI4CE 11 1 0 12 Dec 2022
A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting Zanwei Zhou Rui-Ming Zhong Chen Yang Yan Wang Xiaokang Yang Wei Shen AI4TS 70 9 0 06 Dec 2022
cs-net: structural approach to time-series forecasting for high-dimensional feature space data with limited observations Weiyu Zong Mingqian Feng Griffin Heyrich Peter Chin BDL AI4TS 41 0 0 05 Dec 2022
FECAM: Frequency Enhanced Channel Attention Mechanism for Time Series Forecasting Maowei Jiang Pengyu Zeng Kai-Ming Wang Huan Liu Wenbo Chen Haoran Liu AI4TS 71 61 0 02 Dec 2022
An Extreme-Adaptive Time Series Prediction Model Based on Probability-Enhanced LSTM Neural Networks Yanhong Li Jack L. Xu D. Anastasiu AI4TS 31 14 0 29 Nov 2022
Hierarchical Proxy Modeling for Improved HPO in Time Series Forecasting Arindam Jati Vijayabharathi Ekambaram Shaonli Pal Brian Quanz Wesley M. Gifford Pavithra Harsha Stuart Siegel Sumanta Mukherjee Chandra Narayanaswami AI4TS 71 5 0 28 Nov 2022
Sub-Graph Learning for Spatiotemporal Forecasting via Knowledge Distillation Mehrtash Mehrabi Yingxue Zhang 55 0 0 17 Nov 2022
SETAR-Tree: A Novel and Accurate Tree Algorithm for Global Time Series Forecasting Rakshitha Godahewa G. Webb Daniel F. Schmidt Christoph Bergmeir 61 9 0 16 Nov 2022
On the use of learning-based forecasting methods for ameliorating fashion business processes: A position paper Geri Skenderi Christian Joppi Matteo Denitto Marco Cristani AI4TS AI4CE 48 1 0 09 Nov 2022
Probabilistic Decomposition Transformer for Time Series Forecasting Junlong Tong Liping Xie Wankou Yang Kanjian Zhang AI4TS 64 5 0 31 Oct 2022
A Long-term Dependent and Trustworthy Approach to Reactor Accident Prognosis based on Temporal Fusion Transformer Chengyuan Li Zihan Qiu Yugao Ma Mei Li 33 1 0 28 Oct 2022
TILDE-Q: A Transformation Invariant Loss Function for Time-Series Forecasting Hyunwoo Lee Chunggi Lee H. Lim Sungahn Ko AI4TS 48 3 0 26 Oct 2022
WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Youngin Cho Daejin Kim Dongmin Kim Mohammad Azam Khan Jaegul Choo AI4TS 76 3 0 25 Oct 2022
SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data Cristian Challu Peihong Jiang Y. Wu Laurent Callot AI4TS 52 1 0 22 Oct 2022
Latent Temporal Flows for Multivariate Analysis of Wearables Data Magda Amiridi Gregory Darnell S. Jewell AI4TS 51 2 0 14 Oct 2022
Prediction intervals for neural network models using weighted asymmetric loss functions Milo Grillo Yunpeng Han A. Werpachowska 37 1 0 09 Oct 2022
Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts Rui Wang Yihe Dong Sercan O. Arik Rose Yu AI4TS 111 28 0 07 Oct 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 158 850 0 05 Oct 2022
Parameter-varying neural ordinary differential equations with partition-of-unity networks Kookjin Lee N. Trask 82 2 0 01 Oct 2022
Towards Automatic Forecasting: Evaluation of Time-Series Forecasting Models for Chickenpox Cases Estimation in Hungary Wadie Skaf Arzu Tosayeva Dániel Várkonyi AI4TS 34 2 0 28 Sep 2022
Retrieval Based Time Series Forecasting Baoyu Jing Si Zhang Yada Zhu B. Peng K. Guan A. Margenot Hanghang Tong AI4TS 120 13 0 27 Sep 2022
DynaConF: Dynamic Forecasting of Non-Stationary Time Series Siqi Liu Andreas M. Lehrmann BDL AI4TS 78 2 0 17 Sep 2022
Deep Baseline Network for Time Series Modeling and Anomaly Detection Cheng Ge Xinyu Chen Ming Wang Jin Wang AI4TS 63 0 0 10 Sep 2022
Bayesian Neural Network Inference via Implicit Models and the Posterior Predictive Distribution J. Dabrowski D. Pagendam UQCV BDL 54 0 0 06 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Tengjiao Wang Ming-Hsuan Yang DiffM MedIm 553 1,428 0 02 Sep 2022
Persistence Initialization: A novel adaptation of the Transformer architecture for Time Series Forecasting Espen Haugsdal Erlend Aune M. Ruocco AI4TS AI4CE 32 17 0 30 Aug 2022
ODformer: Spatial-Temporal Transformers for Long Sequence Origin-Destination Matrix Forecasting Against Cross Application Scenario Jin Huang Bosong Huang Weihao Yu Jing Xiao Ruzhong Xie Ke Ruan AI4TS 56 26 0 17 Aug 2022
Forecasting Algorithms for Causal Inference with Panel Data Jacob Goldin Julian Nyarko Justine Young CML AI4TS 44 1 0 06 Aug 2022
Time Series Forecasting Models Copy the Past: How to Mitigate Chrysoula Kosma Giannis Nikolentzos Nancy R. Xu Michalis Vazirgiannis AI4TS 28 5 0 27 Jul 2022
Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect Li Shen Yuning Wei Yangzhu Wang AI4TS 103 8 0 22 Jul 2022
Learning Deep Time-index Models for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Guosheng Lin AI4TS AI4CE 125 29 0 13 Jul 2022