v1v2 (latest)

Time Series Forecasting With Deep Learning: A Survey

28 April 2020

Papers citing "Time Series Forecasting With Deep Learning: A Survey"

50 / 346 papers shown

Title
Hybrid Variational Autoencoder for Time Series ForecastingKnowledge-Based Systems (KBS), 2023 Borui Cai Shuiqiao Yang Longxiang Gao Yong Xiang BDL AI4TS 150 27 0 13 Mar 2023
Model scale versus domain knowledge in statistical forecasting of chaotic systemsPhysical Review Research (Phys. Rev. Res.), 2023 W. Gilpin AI4TS 187 31 0 13 Mar 2023
TSMixer: An All-MLP Architecture for Time Series Forecasting Si-An Chen Chun-Liang Li Nate Yoder Sercan O. Arik Tomas Pfister AI4TS 193 267 0 10 Mar 2023
OmniForce: On Human-Centered, Large Model Empowered and Cloud-Edge Collaborative AutoML System Chao Xue Wen Liu Shunxing Xie Zhenfang Wang Jiaxing Li ... Shi-Yong Chen Yibing Zhan Jing Zhang Chaoyue Wang Dacheng Tao 183 2 0 01 Mar 2023
Learning Mixture Structure on Multi-Source Time Series for Probabilistic Forecasting Tianli Guo AI4TS 91 1 0 22 Feb 2023
Spatio-Temporal Momentum: Jointly Learning Time-Series and Cross-Sectional StrategiesThe Journal of Financial Data Science (JFDS), 2023 Wee Ling Tan Stephen J. Roberts S. Zohren AI4TS AIFin 60 10 0 20 Feb 2023
Exploring the Advantages of Transformers for High-Frequency Trading Fazl Barez Paul Bilokon Arthur Gervais Nikita Lisitsyn AI4TS 32 6 0 20 Feb 2023
Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity DemandIEEE Power & Energy Society General Meeting (PESGM), 2023 Yiwei Fu Nurali Virani Honggang Wang AI4TS 82 7 0 14 Feb 2023
Interpretable Deep Learning for Forecasting Online Advertising Costs: Insights from the Competitive Bidding LandscapeInternational Conference on Data Science and Advanced Analytics (DSAA), 2023 Fynn Oldenburg Qiwei Han Maximilian Kaiser 87 1 0 11 Feb 2023
Online Resource Allocation: Bandits feedback and Advice on Time-varying Demands Lixing Lyu Wang Chi Cheung 136 0 0 08 Feb 2023
DeepVATS: Deep Visual Analytics for Time SeriesKnowledge-Based Systems (KBS), 2023 V. Rodríguez-Fernández David Montalvo F. Piccialli Grzegorz J. Nalepa David Camacho AI4TS 73 11 0 08 Feb 2023
A Survey on Event Prediction Methods from a Systems Perspective: Bringing Together Disparate Research AreasACM Computing Surveys (ACM Comput. Surv.), 2023 Janik-Vasily Benzin Stefanie Rinderle-Ma AI4TS 238 3 0 08 Feb 2023
Unsupervised Deep Learning for IoT Time SeriesIEEE Internet of Things Journal (IEEE IoT J.), 2023 Ya Liu Ying Zhou Kai Yang Xiao Wang AI4TS 248 51 0 07 Feb 2023
Infomaxformer: Maximum Entropy Transformer for Long Time-Series Forecasting ProblemAdaptive Agents and Multi-Agent Systems (AAMAS), 2023 Peiwang Tang Xianchao Zhang AI4TS 177 8 0 04 Jan 2023
Learning from Data Streams: An Overview and UpdateACM Computing Surveys (ACM CSUR), 2022 Jesse Read Indr.e vZliobait.e 197 7 0 30 Dec 2022
A Dynamics Theory of Implicit Regularization in Deep Low-Rank Matrix Factorization JIAN-PENG Cao Chao Qian Yihui Huang Dicheng Chen Yuncheng Gao Jiyang Dong D. Guo X. Qu 215 1 0 29 Dec 2022
Towards Better Long-range Time Series Forecasting using Generative Forecasting Shiyu Liu Rohan Ghosh Mehul Motani AI4TS 216 3 0 09 Dec 2022
Data-driven Science and Machine Learning Methods in Laser-Plasma PhysicsHigh Power Laser Science and Engineering (HPLSE), 2022 Andreas Döpp C. Eberle S. Howard F. Irshad Jinpu Lin M. Streeter AI4CE 217 84 0 30 Nov 2022
A Time Series is Worth 64 Words: Long-term Forecasting with TransformersInternational Conference on Learning Representations (ICLR), 2022 Yuqi Nie Nam H. Nguyen Phanwadee Sinthong Jayant Kalagnanam AIFin AI4TS 263 2,160 0 27 Nov 2022
Workload Forecasting of a Logistic Node Using Bayesian Neural Networks Emin Cagatay Nakilcioglu Anisa Rizvanolli 93 1 0 09 Nov 2022
Bayesian Neural Networks for Macroeconomic AnalysisJournal of Econometrics (JE), 2022 Niko Hauzenberger Florian Huber K. Klieber Massimiliano Marcellino BDL 136 11 0 09 Nov 2022
Privacy Meets Explainability: A Comprehensive Impact Benchmark S. Saifullah Dominique Mercier Adriano Lucieri Andreas Dengel Sheraz Ahmed 97 18 0 08 Nov 2022
Deep learning for structural health monitoring: An application to heritage structures F. Carrara Fabrizio Falchi M. Girardi Nicola Messina C. Padovani D. Pellegrini 46 2 0 04 Nov 2022
MUSTACHE: Multi-Step-Ahead Predictions for Cache Eviction Gabriele Tolomei Lorenzo Takanen Fabio Pinelli 48 0 0 03 Nov 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 49 1 0 28 Oct 2022
Sparsity in Continuous-Depth Neural NetworksNeural Information Processing Systems (NeurIPS), 2022 H. Aliee Till Richter Mikhail Solonin I. Ibarra Fabian J. Theis Niki Kilbertus 177 15 0 26 Oct 2022
Multimodal Neural Network For Demand ForecastingInternational Conference on Neural Information Processing (ICONIP), 2022 Nitesh Kumar K. Dheenadayalan Suprabath Reddy Sumant Kulkarni AI4TS 86 7 0 20 Oct 2022
Neural Augmented Kalman Filtering with Bollinger Bands for Pairs TradingIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022 Amit Milstein Haoran Deng Guy Revach Hai Morgenstern Stefano Rini 145 8 0 19 Oct 2022
Improving Medical Predictions by Irregular Multimodal Electronic Health Records ModelingInternational Conference on Machine Learning (ICML), 2022 Xinlu Zhang Shiyang Li Zhiyu Zoey Chen Xifeng Yan Linda R. Petzold AI4TS 159 42 0 18 Oct 2022
Temporal-Spatial dependencies ENhanced deep learning model (TSEN) for household leverage series forecasting Hu Yang Yi Huang Haijun Wang Yu Chen AI4TS 67 1 0 17 Oct 2022
On Trustworthy Decision-Making Process of Human Drivers from the View of Perceptual Uncertainty Reduction Huanjie Wang Haibin Liu Wenshuo Wang Lijun Sun 96 4 0 15 Oct 2022
Interpreting County Level COVID-19 Infection and Feature Sensitivity using Deep Learning Time Series Models Md. Khairul Islam Di Zhu Yingzheng Liu Andrej Erkelens Nick Daniello Judy Fox 85 2 0 06 Oct 2022
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Kun Yi Tao Gui Liang Hu Hui He Ning An LongBing Cao ZhenDong Niu AI4TS 207 3 0 06 Oct 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series AnalysisInternational Conference on Learning Representations (ICLR), 2022 Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 261 1,274 0 05 Oct 2022
Masked Multi-Step Multivariate Time Series Forecasting with Future Information Yiwei Fu Honggang Wang Nurali Virani AI4TS 96 2 0 28 Sep 2022
DeepVol: Volatility Forecasting from High-Frequency Data with Dilated Causal Convolutions Fernando Moreno-Pino S. Zohren 137 17 0 23 Sep 2022
DynaConF: Dynamic Forecasting of Non-Stationary Time Series Siqi Liu Andreas M. Lehrmann BDL AI4TS 129 2 0 17 Sep 2022
Deep Baseline Network for Time Series Modeling and Anomaly DetectionInternational Conference on Machine Learning and Applications (ICMLA), 2022 Cheng Ge Xinyu Chen Ming Wang Jin Wang AI4TS 78 0 0 10 Sep 2022
W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series ForecastingInternational Conference on Machine Learning and Applications (ICMLA), 2022 Zakaria Elabid Tanujit Chakraborty Abdenour Hadid AI4TS 153 29 0 08 Sep 2022
Learning Differential Operators for Interpretable Time Series ModelingKnowledge Discovery and Data Mining (KDD), 2022 Yingtao Luo Chang Xu Yang Liu Yuante Li Shun Zheng Jiang Bian AI4TS 127 11 0 03 Sep 2022
Sequence Prediction Under Missing Data : An RNN Approach Without ImputationInternational Conference on Information and Knowledge Management (CIKM), 2022 Soumen Pachal Avinash Achar AI4TS 62 5 0 18 Aug 2022
HyperTime: Implicit Neural Representation for Time Series Elizabeth Fons Alejandro Sztrajman Yousef El-Laham Alexandros Iosifidis Svitlana Vyetrenko AI4TS 119 26 0 11 Aug 2022
A Model-Constrained Tangent Slope Learning Approach for Dynamical Systems Hai V. Nguyen T. Bui-Thanh 135 3 0 09 Aug 2022
Time Series Forecasting Models Copy the Past: How to MitigateInternational Conference on Artificial Neural Networks (ICANN), 2022 Chrysoula Kosma Giannis Nikolentzos Nancy R. Xu Michalis Vazirgiannis AI4TS 77 5 0 27 Jul 2022
Rapid training of quantum recurrent neural networksQuantum Machine Intelligence (QMI), 2022 M. Siemaszko A. Buraczewski Bertrand Le Saux Magdalena Stobiñska 190 10 0 01 Jul 2022
Data Augmentation techniques in time series domain: A survey and taxonomy Guillermo Iglesias Edgar Talavera Ángel González-Prieto Alberto Mozo S. Gómez-Canaval AI4TS 243 216 0 25 Jun 2022
A review of machine learning concepts and methods for addressing challenges in probabilistic hydrological post-processing and forecastingFrontiers in Water (FW), 2022 Georgia Papacharalampous Hristos Tyralis AI4CE 150 33 0 17 Jun 2022
EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and ForecastingThe Web Conference (WWW), 2022 Sheo Yon Jhin Jaehoon Lee Minju Jo Seung-Uk Kook Jinsung Jeon Jihyeon Hyeong Jayoung Kim Noseong Park AI4TS 119 25 0 19 Apr 2022
Multimodal Quasi-AutoRegression: Forecasting the visual popularity of new fashion products Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos Y. Kompatsiaris 147 24 0 08 Apr 2022
Few-Shot Forecasting of Time-Series with Heterogeneous Channels L. Brinkmeyer Rafael Rêgo Drumond Johannes Burchert Lars Schmidt-Thieme AI4TS 139 10 0 07 Apr 2022