Spatio-Temporal Neural Networks for Space-Time Series Forecasting and Relations Discovery

23 April 2018

Papers citing "Spatio-Temporal Neural Networks for Space-Time Series Forecasting and Relations Discovery"

26 / 26 papers shown

Title
Higher-order Spatio-temporal Physics-incorporated Graph Neural Network for Multivariate Time Series Imputation Guojun Liang Prayag Tiwari Slawomir Nowaczyk Stefan Byttner AI4TS AI4CE 49 3 0 16 May 2024
STEF-DHNet: Spatiotemporal External Factors Based Deep Hybrid Network for Enhanced Long-Term Taxi Demand Prediction Sheraz Hassan Muhammad Ahmad Tahir M. Uppal Zubair Khalid Ivan Gorban Selim Turki 17 1 0 26 Jun 2023
Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities Maryam Shaygan Collin Meese Wanxin Li Xiaoliang (George) Zhao Mark M. Nejad 27 108 0 31 May 2023
LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction Jiawei Jiang Chengkai Han Wenjun Jiang Wayne Xin Zhao Jingyuan Wang AI4TS AI4CE 38 7 0 27 Apr 2023
FedST: Secure Federated Shapelet Transformation for Time Series Classification Zhiyu Liang Hongzhi Wang AI4TS 19 4 0 21 Feb 2023
Temporal-Spatial dependencies ENhanced deep learning model (TSEN) for household leverage series forecasting Hu Yang Yi Huang Haijun Wang Yu Chen AI4TS 9 1 0 17 Oct 2022
Modeling Oceanic Variables with Dynamic Graph Neural Networks Caio F. D. Netto M. R. Barros Jefferson F. Coelho L. Freitas F. M. Moreno ... M. Dottori Fabio Gagliardi Cozman A. H. R. Costa E. Gomi E. Tannuri 18 1 0 25 Jun 2022
Predicting Hate Intensity of Twitter Conversation Threads Qing Meng Tharun Suresh Roy Ka-Wei Lee Tanmoy Chakraborty 19 19 0 16 Jun 2022
Live Multi-Streaming and Donation Recommendations via Coupled Donation-Response Tensor Factorization Hsu-Chao Lai Jui-Yi Tsai Hong-Han Shuai Jiun-Long Huang Wang-Chien Lee De-Nian Yang 20 5 0 05 Oct 2021
Weighted Graph-Based Signal Temporal Logic Inference Using Neural Networks Nasim Baharisangari Kazuma Hirota Ruixuan Yan A. Julius Zhe Xu 29 7 0 16 Sep 2021
Deep Geospatial Interpolation Networks S. Varshney Jeetu Kumar Aditya Tiwari Rishabh Singh Venkata M. V. Gunturi N. C. Krishnan AI4CE 11 2 0 15 Aug 2021
Forecasting the outcome of spintronic experiments with Neural Ordinary Differential Equations Xing Chen Flavio Abreu Araujo M. Riou J. Torrejon D. Ravelosona W. Kang Weisheng Zhao Julie Grollier D. Querlioz 15 40 0 23 Jul 2021
Spatio-Temporal Neural Network for Fitting and Forecasting COVID-19 Yi-Shuai Niu Wentao Ding Junpeng Hu Wenxu Xu S. Canu 14 2 0 22 Mar 2021
FeatureNorm: L2 Feature Normalization for Dynamic Graph Embedding Menglin Yang Ziqiao Meng Irwin King 20 28 0 27 Feb 2021
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 38 35 0 01 Oct 2020
Piece-wise Matching Layer in Representation Learning for ECG Classification B. Ghazanfari Fatemeh Afghah Sixian Zhang AI4TS 19 0 0 26 Sep 2020
Demystifying Deep Learning in Predictive Spatio-Temporal Analytics: An Information-Theoretic Framework Qi Tan Yang Liu Jiming Liu AI4TS 18 8 0 14 Sep 2020
Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions Xueyan Yin Genze Wu Jinze Wei Yanming Shen Heng Qi Baocai Yin AI4TS 17 45 0 18 Apr 2020
Spatiotemporal Adaptive Neural Network for Long-term Forecasting of Financial Time Series Philippe Chatigny Jean-Marc Patenaude Shengrui Wang AI4TS 11 5 0 27 Mar 2020
Adaptive Transfer Learning of Multi-View Time Series Classification Donglin Zhan Shiyu Yi Dongli Xu Xiao Yu Denglin Jiang Siqi Yu Haoting Zhang Wenfang Shangguan Weihua Zhang AI4TS 19 2 0 14 Oct 2019
Forecaster: A Graph Transformer for Forecasting Spatial and Time-Dependent Data Y. Li J. M. F. Moura AI4TS 22 28 0 09 Sep 2019
Learning Dynamical Systems from Partial Observations Ibrahim Ayed Emmanuel de Bézenac Arthur Pajot J. Brajard Patrick Gallinari AI4TS 16 89 0 26 Feb 2019
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 18 262 0 05 Nov 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 93 2,647 0 12 Sep 2018
Structured Sequence Modeling with Graph Convolutional Recurrent Networks Youngjoo Seo M. Defferrard P. Vandergheynst Xavier Bresson GNN 25 757 0 22 Dec 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 230 7,903 0 13 Jun 2015