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
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 26 1 0 03 Oct 2024
Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts Dalin Qin Yehui Li Weiqi Chen Zhaoyang Zhu Qingsong Wen Liang Sun Pierre Pinson Yi Wang AI4TS 21 0 0 29 Sep 2024
Large Language Model Predicts Above Normal All India Summer Monsoon Rainfall in 2024 Ujjawal Sharma Madhav Biyani Akhil Dev Suresh Debi Prasad Bhuyan Saroj Kanta Mishra Tanmoy Chakraborty 21 0 0 25 Sep 2024
Generative AI-driven forecasting of oil production Yash Gandhi Kexin Zheng Birendra Jha K. Nomura A. Nakano P. Vashishta R. Kalia 18 0 0 24 Sep 2024
Practical Forecasting of Cryptocoins Timeseries using Correlation Patterns Pasquale De Rosa Pascal Felber V. Schiavoni AI4TS 24 2 0 05 Sep 2024
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction Melkamu Mersha Khang Lam Joseph Wood Ali AlShami Jugal Kalita XAI AI4TS 67 28 0 30 Aug 2024
DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding Younghwi Kim Dohee Kim Sunghyun Sim AI4TS 24 0 0 29 Aug 2024
DeTPP: Leveraging Object Detection for Robust Long-Horizon Event Prediction Ivan Karpukhin Andrey Savchenko 23 1 0 23 Aug 2024
Correlation Analysis of Adversarial Attack in Time Series Classification Zhengyang Li Wenhao Liang Chang Dong Weitong Chen Dong Huang AAML 39 0 0 21 Aug 2024
An Efficient and Explainable Transformer-Based Few-Shot Learning for Modeling Electricity Consumption Profiles Across Thousands of Domains Weijie Xia Gao Peng Chenguang Wang Peter Palensky Eric Pauwels Pedro P. Vergara 27 0 0 15 Aug 2024
A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining Audrey Der Chin-Chia Michael Yeh Xin Dai Huiyuan Chen Yan Zheng ... Vivian Lai Junpeng Wang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 38 1 0 15 Aug 2024
Active Learning for WBAN-based Health Monitoring Cho-Chun Chiu Tuan Nguyen Ting He Shiqiang Wang Beom-Su Kim Ki-Il Kim 13 0 0 05 Aug 2024
Quantile Regression using Random Forest Proximities Mingshu Li Bhaskarjit Sarmah Dhruv Desai Joshua Rosaler Snigdha Bhagat Philip Sommer Dhagash Mehta 31 3 0 05 Aug 2024
Deep Learning for Options Trading: An End-To-End Approach Wee Ling Tan Stephen J. Roberts S. Zohren 20 0 0 31 Jul 2024
Time series forecasting with high stakes: A field study of the air cargo industry Abhinav Garg Naman Shukla Maarten Wormer AI4TS 19 1 0 29 Jul 2024
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry AI4TS 37 1 0 29 Jul 2024
DAM: Towards A Foundation Model for Time Series Forecasting L. N. Darlow Qiwen Deng Ahmed Hassan Martin Asenov Rajkarn Singh Artjom Joosen Adam Barker Amos Storkey AI4TS AI4CE 42 3 0 25 Jul 2024
SurvReLU: Inherently Interpretable Survival Analysis via Deep ReLU Networks Xiaotong Sun Peijie Qiu Shengfan Zhang OffRL 31 0 0 19 Jul 2024
Omni-Dimensional Frequency Learner for General Time Series Analysis Xianing Chen.Hanting Chen Hanting Chen Hailin Hu AI4TS 37 0 0 15 Jul 2024
Macroeconomic Forecasting with Large Language Models Andrea Carriero Davide Pettenuzzo Shubhranshu Shekhar 51 4 0 01 Jul 2024
Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization Sheo Yon Jhin Seojin Kim Noseong Park AI4TS 31 3 0 29 Jun 2024
Scalable Artificial Intelligence for Science: Perspectives, Methods and Exemplars Wesley Brewer Aditya Kashi Sajal Dash A. Tsaris Junqi Yin Mallikarjun Shankar Feiyi Wang 43 0 0 24 Jun 2024
Conformal time series decomposition with component-wise exchangeability Derck W. E. Prinzhorn Thijmen Nijdam Putri A. van der Linden Alexander Timans 43 2 0 24 Jun 2024
Placing Timely Refreshing Services at the Network Edge Xishuo Li Shan Zhang Hongbin Luo Xiao Ma Junyi He 35 3 0 24 Jun 2024
HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting? Ivan Karpukhin F. Shipilov Andrey Savchenko AI4TS 59 4 0 20 Jun 2024
A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges Yuqi Nie Yaxuan Kong Xiaowen Dong John M. Mulvey H. Vincent Poor Qingsong Wen Stefan Zohren AIFin 45 42 0 15 Jun 2024
Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning Haoxin Liu Harshavardhan Kamarthi Lingkai Kong Zhiyuan Zhao Chao Zhang B. Aditya Prakash OODD OOD AI4TS 46 8 0 13 Jun 2024
Applications of Explainable artificial intelligence in Earth system science Feini Huang Shijie Jiang Lu Li Yongkun Zhang Ye Zhang Ruqing Zhang Qingliang Li Danxi Li Wei Shangguan Yongjiu Dai 38 2 0 12 Jun 2024
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models Ali Behrouz Michele Santacatterina Ramin Zabih Mamba AI4TS 54 4 0 06 Jun 2024
A Combination Model Based on Sequential General Variational Mode Decomposition Method for Time Series Prediction Wei Chen Yuanyuan Yang Jianyu Liu 25 0 0 05 Jun 2024
Spatiotemporal Forecasting Meets Efficiency: Causal Graph Process Neural Networks Aref Einizade Fragkiskos D. Malliaros Jhony H. Giraldo AI4TS 40 0 0 29 May 2024
Dominant Shuffle: A Simple Yet Powerful Data Augmentation for Time-series Prediction Kai Zhao Zuojie He A. Hung Dan Zeng AI4TS 49 1 0 26 May 2024
MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting Xiuding Cai Yaoyao Zhu Xueyao Wang Yu Yao Mamba AI4TS 38 7 0 26 May 2024
System Safety Monitoring of Learned Components Using Temporal Metric Forecasting Sepehr Sharifi Andrea Stocco Lionel C. Briand AI4TS 48 1 0 21 May 2024
Score-CDM: Score-Weighted Convolutional Diffusion Model for Multivariate Time Series Imputation Shunyang Zhang Senzhang Wang Hao Miao Hao Chen Changjun Fan Jian Zhang 46 2 0 21 May 2024
Review of deep learning models for crypto price prediction: implementation and evaluation Jingyang Wu Xinyi Zhang Fangyixuan Huang Haochen Zhou Rohtiash Chandra 37 3 0 19 May 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 48 3 0 17 May 2024
Optimizing Sales Forecasts through Automated Integration of Market Indicators Lina Döring Felix Grumbach Pascal Reusch 16 0 0 15 May 2024
Kolmogorov-Arnold Networks (KANs) for Time Series Analysis Cristian J. Vaca-Rubio Luis Blanco Roberto Pereira Marius Caus AI4TS 13 97 0 14 May 2024
Forecasting with an N-dimensional Langevin Equation and a Neural-Ordinary Differential Equation Antonio Malpica-Morales M. Durán-Olivencia S. Kalliadasis AI4TS 21 1 0 12 May 2024
Persistent homology of featured time series data and its applications Eunwoo Heo Jae-Hun Jung 37 0 0 08 May 2024
TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning Xiwen Chen Peijie Qiu Wenhui Zhu Huayu Li Hao Wang Aristeidis Sotiras Yalin Wang Abolfazl Razi AI4TS 37 7 0 06 May 2024
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model Weiqi Zhang Jiexia Ye Ke Yi Yongzi Yu Ziyue Li Jia Li Fugee Tsung AI4TS AI4CE 45 22 0 03 May 2024
Forecasting the Forced van der Pol Equation with Frequent Phase Shifts Using Reservoir Computing Sho Kuno Hiroshi Kori 18 0 0 23 Apr 2024
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion Lu Han Xu-Yang Chen Han-Jia Ye De-Chuan Zhan AI4TS 38 23 0 22 Apr 2024
High Significant Fault Detection in Azure Core Workload Insights Pranay Lohia Laurent Boué Sharath Ranganath Vijay Srinivas Agneeswaran AI4CE 21 1 0 14 Apr 2024
From Similarity to Superiority: Channel Clustering for Time Series Forecasting Jialin Chen J. E. Lenssen Aosong Feng Weihua Hu Matthias Fey Leandros Tassiulas J. Leskovec Rex Ying AI4TS 34 10 0 31 Mar 2024
Exploiting Individual Graph Structures to Enhance Ecological Momentary Assessment (EMA) Forecasting Mandani Ntekouli Gerasimos Spanakis L. Waldorp A. Roefs 24 0 0 28 Mar 2024
Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt Yi-Fan Zhang Weiqiu Chen Zhaoyang Zhu Dalin Qin Liang Sun Xue Wang Qingsong Wen Zhang Zhang Liang Wang Rong Jin AI4TS 34 1 0 22 Mar 2024
Probabilistic Forecasting with Stochastic Interpolants and Föllmer Processes Yifan Chen Mark Goldstein Mengjian Hua M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden AI4TS 33 16 0 20 Mar 2024