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Time Series Forecasting With Deep Learning: A Survey

28 April 2020

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

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Title
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 194 11 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 247 220 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 182 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 123 27 0 19 Apr 2022
Multimodal Quasi-AutoRegression: Forecasting the visual popularity of new fashion products Stefanos-Iordanis Papadopoulos C. Koutlis Symeon Papadopoulos Y. Kompatsiaris 178 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 151 11 0 07 Apr 2022
A Deep Learning Approach to Probabilistic Forecasting of Weather Nick Rittler Carlo Graziani Jiali Wang R. Kotamarthi BDL 132 2 0 23 Mar 2022
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Jean-Christophe Gagnon-Audet Kartik Ahuja Mohammad Javad Darvishi Bayazi Pooneh Mousavi G. Dumas Irina Rish OOD CML AI4TS 222 38 0 18 Mar 2022
Wasserstein Adversarial Transformer for Cloud Workload PredictionAAAI Conference on Artificial Intelligence (AAAI), 2022 Shivani Arbat V. Jayakumar Jaewoo Lee Wei Wang I. Kim AI4TS 127 32 0 12 Mar 2022
Dual reparametrized Variational Generative Model for Time-Series Forecasting Ziang Chen AI4TS 70 0 0 11 Mar 2022
Deep Binary Reinforcement Learning for Scalable Verification Christopher Lazarus Mykel J. Kochenderfer OffRL 85 1 0 11 Mar 2022
Multivariate Time Series Forecasting with Latent Graph Inference Victor Garcia Satorras Syama Sundar Rangapuram Tim Januschowski AI4TS 154 33 0 07 Mar 2022
ONE-NAS: An Online NeuroEvolution based Neural Architecture Search for Time Series Forecasting Zimeng Lyu Travis J. Desell AI4TS 85 6 0 27 Feb 2022
Robust Nonparametric Distribution Forecast with Backtest-based Bootstrap and Adaptive Residual SelectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Longshaokan Wang Lingda Wang M. Georgieva Paulo Machado Abinaya Ulagappa Safwan Ahmed Yanxia Lu Arjun Bakshi F. Ghassemi TTA 62 1 0 16 Feb 2022
Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning Said Ouala Steven L. Brunton A. Pascual Bertrand Chapron F. Collard L. Gaultier Ronan Fablet PINN AI4TS AI4CE 134 12 0 11 Feb 2022
What's Cracking? A Review and Analysis of Deep Learning Methods for Structural Crack Segmentation, Detection and Quantification Jacob König M. Jenkins M. Mannion P. Barrie Gordon Morison 187 16 0 08 Feb 2022
TACTiS: Transformer-Attentional Copulas for Time SeriesInternational Conference on Machine Learning (ICML), 2022 Alexandre Drouin Étienne Marcotte Nicolas Chapados AI4TS 480 49 0 07 Feb 2022
Layer-wise Regularized Adversarial Training using Layers Sustainability Analysis (LSA) frameworkNeurocomputing (Neurocomputing), 2022 Mohammad Khalooei M. Homayounpour M. Amirmazlaghani AAML 134 3 0 05 Feb 2022
Review of automated time series forecasting pipelines Stefan Meisenbacher Marian Turowski Kaleb Phipps Martin Ratz D. Muller V. Hagenmeyer Ralf Mikut TPM AI4TS 143 60 0 03 Feb 2022
Machine learning for Earth System Science (ESS): A survey, status and future directions for South Asia Manmeet Singh B. Kumar R. Chattopadhyay K. Amarjyothi Anup K. Sutar Sukanta Roy Suryachandra A. Rao R. Nanjundiah AI4Cl 94 1 0 24 Dec 2021
Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture Kieran Wood Sven Giegerich Stephen J. Roberts S. Zohren AI4TS AIFin 174 22 0 16 Dec 2021
Collective variable discovery in the age of machine learning: reality, hype and everything in betweenRSC Advances (RSC Adv.), 2021 S. Bhakat AI4CE 114 29 0 06 Dec 2021
Online Advertising Revenue Forecasting: An Interpretable Deep Learning Approach Maximilian Würfel Qiwei Han Maximilian Kaiser AI4TS 70 8 0 16 Nov 2021
Generative Adversarial Network for Probabilistic Forecast of Random Dynamical SystemSIAM Journal on Scientific Computing (SISC), 2021 K. Yeo Zan Li Wesley M. Gifford SyDa GAN AI4TS AI4CE 192 5 0 04 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 99 15 0 27 Oct 2021
PIETS: Parallelised Irregularity Encoders for Forecasting with Heterogeneous Time-Series Futoon M. Abushaqra Hao Xue Yongli Ren Flora D. Salim AI4TS 123 4 0 30 Sep 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 219 109 0 24 Sep 2021
Vehicle Behavior Prediction and Generalization Using Imbalanced Learning TechniquesInternational Conference on Intelligent Transportation Systems (ITSC), 2021 Theodor Westny Erik Frisk Björn Olofsson AI4TS AI4CE 189 13 0 22 Sep 2021
CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting Harshavardhan Kamarthi Lingkai Kong Alexander Rodríguez Chao Zhang B. Prakash AI4TS 178 18 0 15 Sep 2021
AutoML Meets Time Series Regression Design and Analysis of the AutoSeries Challenge Zhen Xu Wei-Wei Tu Isabelle M Guyon AI4TS 56 10 0 28 Jul 2021
Vision-Guided Forecasting -- Visual Context for Multi-Horizon Time Series Forecasting Eitan Kosman Dotan Di Castro AI4TS 120 2 0 27 Jul 2021
Comparing Prophet and Deep Learning to ARIMA in Forecasting Wholesale Food Prices L. Menculini A. Marini Massimiliano Proietti A. Garinei Alessio Bozza Cecilia Moretti M. Marconi 91 63 0 23 Jul 2021
Single Model for Influenza Forecasting of Multiple Countries by Multi-task Learning Taichi Murayama Shoko Wakamiya Eiji Aramaki AI4TS 76 1 0 05 Jul 2021
Prescient teleoperation of humanoid robots Luigi Penco Jean-Baptiste Mouret S. Ivaldi 50 0 0 02 Jul 2021
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Minhao Liu Ailing Zeng Mu-Hwa Chen Zhijian Xu Qiuxia Lai Lingna Ma Qiang Xu AI4TS 205 553 0 17 Jun 2021
Deep Learning Statistical ArbitrageSocial Science Research Network (SSRN), 2021 Jorge Guijarro-Ordonez Markus Pelger Greg Zanotti 73 26 0 08 Jun 2021
Statistical embedding: Beyond principal componentsStatistical Science (Statist. Sci.), 2021 D. Tjøstheim Martin Jullum Anders Løland 151 2 0 03 Jun 2021
Learning and Generalization in RNNsNeural Information Processing Systems (NeurIPS), 2021 A. Panigrahi Navin Goyal 148 3 0 31 May 2021
Slow Momentum with Fast Reversion: A Trading Strategy Using Deep Learning and Changepoint DetectionThe Journal of Financial Data Science (JFDS), 2021 Kieran Wood Stephen J. Roberts S. Zohren 141 24 0 28 May 2021
Long Short-term Memory RNN Christian Bakke Vennerød Adrian Kjærran Erling Stray Bugge AI4TS 54 38 0 14 May 2021
Boosted Embeddings for Time Series ForecastingInternational Conference on Machine Learning, Optimization, and Data Science (MOD), 2021 Sankeerth Rao Karingula Nandini Ramanan Rasool Tahsambi Mehrnaz Amjadi Deokwoo Jung Ricky Si Charanraj Thimmisetty Luisa Polania Cabrera Marjorie Sayer C. Coelho AI4TS 116 16 0 10 Apr 2021
Creativity and Machine Learning: A SurveyACM Computing Surveys (CSUR), 2021 Giorgio Franceschelli Mirco Musolesi VLM AI4CE 357 52 0 06 Apr 2021
DEALIO: Data-Efficient Adversarial Learning for Imitation from ObservationIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021 F. Torabi Garrett A. Warnell Yufei Xu 164 5 0 31 Mar 2021
Deep Learning for Market by Order DataApplied Mathematical Finance (AMF), 2021 Zihao Zhang Bryan Lim S. Zohren 127 27 0 17 Feb 2021
Causal Inference for Time series Analysis: Problems, Methods and EvaluationKnowledge and Information Systems (KAIS), 2021 Raha Moraffah Paras Sheth Mansooreh Karami Anchit Bhattacharya Qianru Wang Anique Tahir A. Raglin Huan Liu CML AI4TS 172 122 0 11 Feb 2021
Challenges and approaches to time-series forecasting in data center telemetry: A Survey Shruti Jadon Jan Kanty Milczek Ajit Patnakar AI4TS 73 11 0 11 Jan 2021
Manifold-based time series forecasting Nikita Puchkin A. Timofeev V. Spokoiny AI4TS 126 0 0 15 Dec 2020
Bridging Physics-based and Data-driven modeling for Learning Dynamical SystemsConference on Learning for Dynamics & Control (L4DC), 2020 Rui Wang Danielle C. Maddix Christos Faloutsos Bernie Wang Rose Yu OOD AI4CE 164 60 0 20 Nov 2020
Structural Forecasting for Tropical Cyclone Intensity Prediction: Providing Insight with Deep Learning Trey McNeely Niccolò Dalmasso Kimberly M. Wood Ann B. Lee 90 3 0 07 Oct 2020