Time Series Forecasting With Deep Learning: A Survey

28 April 2020

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

50 / 282 papers shown

Title
Castor: Competing shapelets for fast and accurate time series classification Isak Samsten Zed Lee AI4TS 24 0 0 19 Mar 2024
Is Mamba Effective for Time Series Forecasting? Zihan Wang Fanheng Kong Shi Feng Ming Wang Xiaocui Yang Han Zhao Daling Wang Yifei Zhang Mamba AI4TS 32 56 0 17 Mar 2024
Leveraging Non-Decimated Wavelet Packet Features and Transformer Models for Time Series Forecasting G. P. Nason James L. Wei AI4TS 29 1 0 13 Mar 2024
FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantization Shuai Tan Bin Ji Ye Pan 42 15 0 11 Mar 2024
Transformer-based Parameter Estimation in Statistics Xiaoxin Yin David S. Yin 19 0 0 28 Feb 2024
LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting Haoxin Liu Zhiyuan Zhao Jindong Wang Harshavardhan Kamarthi B. A. Prakash AI4TS LRM VLM 63 24 0 25 Feb 2024
Model Compression Method for S4 with Diagonal State Space Layers using Balanced Truncation Haruka Ezoe Kazuhiro Sato 28 0 0 25 Feb 2024
Deep Coupling Network For Multivariate Time Series Forecasting Kun Yi Qi Zhang Hui He Kaize Shi Liang Hu Ning An ZhenDong Niu AI4TS 44 5 0 23 Feb 2024
Motion Code: Robust Time series Classification and Forecasting via Sparse Variational Multi-Stochastic Processes Learning Chandrajit L. Bajaj Minh Nguyen AI4TS 25 1 0 21 Feb 2024
A Literature Review of Literature Reviews in Pattern Analysis and Machine Intelligence Penghai Zhao Xin Zhang Ming-Ming Cheng Jian Yang Xiang Li 40 1 0 20 Feb 2024
Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective Jiaxi Hu Yuehong Hu Wei Chen Ming Jin Shirui Pan Qingsong Wen Yuxuan Liang AI4TS 33 8 0 18 Feb 2024
Time-Series Classification for Dynamic Strategies in Multi-Step Forecasting Riku W. Green Grant Stevens Telmo de Menezes e Silva Filho Zahraa Abdallah AI4TS 19 0 0 13 Feb 2024
Design and Implementation of an Automated Disaster-recovery System for a Kubernetes Cluster Using LSTM Ji-Beom Kim Je-Bum Choi Eun-Sung Jung 11 0 0 05 Feb 2024
RobustTSF: Towards Theory and Design of Robust Time Series Forecasting with Anomalies Hao Cheng Qingsong Wen Yang Liu Liang Sun OOD AI4TS 13 5 0 03 Feb 2024
Control-Theoretic Techniques for Online Adaptation of Deep Neural Networks in Dynamical Systems Jacob G. Elkins F. Fahimi AI4CE 24 0 0 01 Feb 2024
Diffusion model for relational inference Shuhan Zheng Ziqiang Li Kantaro Fujiwara Gouhei Tanaka DiffM 27 1 0 30 Jan 2024
A Survey of Deep Learning and Foundation Models for Time Series Forecasting John A. Miller Mohammed Aldosari Farah Saeed Nasid Habib Barna Subas Rana I. Arpinar Ninghao Liu AI4TS AI4CE 43 20 0 25 Jan 2024
Probabilistic Demand Forecasting with Graph Neural Networks Nikita Kozodoi E. Zinovyeva Simon Valentin João Pereira Rodrigo Agundez AI4TS 11 0 0 23 Jan 2024
Transformers with Attentive Federated Aggregation for Time Series Stock Forecasting Chu Myaet Thwal Ye Lin Tun Kitae Kim Seong-Bae Park Choong Seon Hong AI4TS AIFin 27 5 0 22 Jan 2024
HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting Shubao Zhao Ming Jin Zhaoxiang Hou Che-Sheng Yang Zengxiang Li Qingsong Wen Yi Wang 22 2 0 10 Jan 2024
A Primer on Temporal Graph Learning Aniq Ur Rahman J. Coon AI4CE 39 1 0 08 Jan 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 75 15 0 08 Jan 2024
DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather Modeling Wenyuan Li Zili Liu Keyan Chen Hao Chen Shunlin Liang Zhengxia Zou Z. Shi AI4CE 25 10 0 04 Jan 2024
SFGANS Self-supervised Future Generator for human ActioN Segmentation Or Berman Adam Goldbraikh S. Laufer 24 0 0 31 Dec 2023
Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting Aiyinsi Zuo Haixi Zhang Zirui Li Ce Zheng AI4TS 16 1 0 22 Dec 2023
A Remark on Concept Drift for Dependent Data Fabian Hinder Valerie Vaquet Barbara Hammer AI4TS 28 2 0 15 Dec 2023
MultiResFormer: Transformer with Adaptive Multi-Resolution Modeling for General Time Series Forecasting Linfeng Du Ji Xin Alex Labach S. Zuberi M. Volkovs Rahul G. Krishnan AI4TS 19 0 0 30 Nov 2023
Reconstructing Historical Climate Fields With Deep Learning Nils Bochow Anna Poltronieri M. Rypdal Niklas Boers AI4Cl AI4CE 10 0 0 30 Nov 2023
XAI for time-series classification leveraging image highlight methods Georgios Makridis G. Fatouros Vasileios Koukos Dimitrios Kotios D. Kyriazis Ioannis Soldatos AI4TS 33 1 0 28 Nov 2023
Correlated Attention in Transformers for Multivariate Time Series Quang Minh Nguyen Lam M. Nguyen Subhro Das AI4TS 21 0 0 20 Nov 2023
Self-Distilled Representation Learning for Time Series Felix Pieper Konstantin Ditschuneit Martin Genzel Alexandra Lindt Johannes Otterbach AI4TS 21 1 0 19 Nov 2023
Frequency-domain MLPs are More Effective Learners in Time Series Forecasting Kun Yi Qi Zhang Wei Fan Shoujin Wang Pengyang Wang Hui He Defu Lian Ning An Longbin Cao ZhenDong Niu AI4TS 61 123 0 10 Nov 2023
Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations S. Lim Jaehyeon Park Seojin Kim Hyowon Wi Haksoo Lim Jinsung Jeon Jeongwhan Choi Noseong Park AI4TS AI4CE 21 2 0 08 Nov 2023
Ego-Network Transformer for Subsequence Classification in Time Series Data Chin-Chia Michael Yeh Huiyuan Chen Yujie Fan Xin Dai Yan Zheng ... Junpeng Wang Zhongfang Zhuang Liang Wang Wei Zhang Eamonn J. Keogh 22 5 0 05 Nov 2023
Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights Chin-Chia Michael Yeh Huiyuan Chen Xin Dai Yan Zheng Yujie Fan ... Junpeng Wang Audrey Der Zhongfang Zhuang Liang Wang Wei Zhang 24 1 0 05 Nov 2023
Successive Model-Agnostic Meta-Learning for Few-Shot Fault Time Series Prognosis Hai Su Jiajun Hu Songsen Yu AI4TS 9 1 0 04 Nov 2023
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Samuel Dooley Gurnoor Singh Khurana Chirag Mohapatra Siddartha Naidu Colin White AI4TS 86 59 0 03 Nov 2023
A Systematic Review for Transformer-based Long-term Series Forecasting Liyilei Su Xumin Zuo Rui Li Xin Wang Heng Zhao Bingding Huang AI4TS 39 4 0 31 Oct 2023
Detecting Intentional AIS Shutdown in Open Sea Maritime Surveillance Using Self-Supervised Deep Learning Pierre Bernabé Arnaud Gotlieb B. Legeard D. Marijan F. Sem-Jacobsen Helge Spieker 16 15 0 24 Oct 2023
Unlocking the Transferability of Tokens in Deep Models for Tabular Data Qi-Le Zhou Han-Jia Ye Le-Ye Wang De-Chuan Zhan 29 7 0 23 Oct 2023
Few-Shot Learning Patterns in Financial Time-Series for Trend-Following Strategies Kieran Wood Samuel Kessler Stephen J. Roberts S. Zohren AI4TS 28 2 0 16 Oct 2023
Machine learning in physics: a short guide F. A. Rodrigues PINN AI4CE 13 7 0 16 Oct 2023
Counterfactual Explanations for Time Series Forecasting Zhendong Wang Ioanna Miliou Isak Samsten P. Papapetrou BDL AI4TS OOD 32 4 0 12 Oct 2023
Performative Time-Series Forecasting Zhiyuan Zhao Alexander Rodríguez B. Prakash AI4TS 29 4 0 09 Oct 2023
HyperSINDy: Deep Generative Modeling of Nonlinear Stochastic Governing Equations Mozes Jacobs Bingni W. Brunton Steven L. Brunton J. Nathan Kutz Ryan V. Raut 11 8 0 07 Oct 2023
An Efficient Content-based Time Series Retrieval System Chin-Chia Michael Yeh Huiyuan Chen Xin Dai Yan Zheng Junpeng Wang ... Audrey Der Zhongfang Zhuang Liang Wang Wei Zhang Jeff M. Phillips 36 5 0 05 Oct 2023
Toward a Foundation Model for Time Series Data Chin-Chia Michael Yeh Xin Dai Huiyuan Chen Yan Zheng Yujie Fan ... Vivian Lai Zhongfang Zhuang Junpeng Wang Liang Wang Wei Zhang AI4TS AI4CE 28 25 0 05 Oct 2023
Perceiver-based CDF Modeling for Time Series Forecasting Cat P. Le Chris Cannella Ali Hasan Yuting Ng Vahid Tarokh AI4TS 23 1 0 03 Oct 2023
TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series Arjun Ashok Étienne Marcotte Valentina Zantedeschi Nicolas Chapados Alexandre Drouin AI4TS 24 11 0 02 Oct 2023
Outage-Watch: Early Prediction of Outages using Extreme Event Regularizer Shubham Agarwal Sarthak Chakraborty Shaddy Garg Sumit Bisht Chahat Jain Ashritha Gonuguntla S. Saini 19 2 0 29 Sep 2023