Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks

21 March 2017

Papers citing "Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks"

50 / 594 papers shown

Title
Flow-based Spatio-Temporal Structured Prediction of Motion Dynamics Mohsen Zand Ali Etemad Michael A. Greenspan AI4CE 15 5 0 09 Apr 2021
Learnable Dynamic Temporal Pooling for Time Series Classification Dongha Lee Seonghyeon Lee Hwanjo Yu AI4TS 27 28 0 02 Apr 2021
DEALIO: Data-Efficient Adversarial Learning for Imitation from Observation F. Torabi Garrett A. Warnell Yufei Xu 19 27 0 31 Mar 2021
Historical Inertia: A Neglected but Powerful Baseline for Long Sequence Time-series Forecasting Yue Cui Jiandong Xie Kai Zheng AI4TS 14 53 0 30 Mar 2021
Accurate and Reliable Forecasting using Stochastic Differential Equations Peng Cui Zhijie Deng Wenbo Hu Jun Zhu UQCV 38 1 0 28 Mar 2021
An Experimental Review on Deep Learning Architectures for Time Series Forecasting Pedro Lara-Benítez Manuel Carranza-García José Cristóbal Riquelme Santos AI4TS 19 305 0 22 Mar 2021
Modeling Multivariate Cyber Risks: Deep Learning Dating Extreme Value Theory Mingyue Zhang Wu Jinzhu Luo Xing Fang Maochao Xu Peng Zhao 17 12 0 15 Mar 2021
Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting Defu Cao Yujing Wang Juanyong Duan Ce Zhang Xia Zhu ... Yunhai Tong Bixiong Xu Jing Bai Jie Tong Qi Zhang AI4TS 16 498 0 13 Mar 2021
Variance Reduced Training with Stratified Sampling for Forecasting Models Yucheng Lu Youngsuk Park Lifan Chen Bernie Wang Christopher De Sa Dean Phillips Foster AI4TS 38 17 0 02 Mar 2021
Simultaneously Reconciled Quantile Forecasting of Hierarchically Related Time Series Xing Han S. Dasgupta Joydeep Ghosh AI4TS 31 34 0 25 Feb 2021
AutoAI-TS: AutoAI for Time Series Forecasting Syed Yousaf Shah Dhaval Patel Long Vu Xuan-Hong Dang Bei Chen ... Gregory Bramble Wesley M. Gifford Giridhar Ganapavarapu Roman Vaculin Petros Zerfos AI4TS 21 42 0 24 Feb 2021
Feature Selection for Multivariate Time Series via Network Pruning Kang Gu Soroush Vosoughi T. Prioleau AI4TS 24 5 0 11 Feb 2021
Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models Hritik Bansal Gantavya Bhatt Pankaj Malhotra Prathosh A.P. CML AI4TS 16 0 0 10 Feb 2021
Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting Kashif Rasul Calvin Seward Ingmar Schuster Roland Vollgraf DiffM 47 303 0 28 Jan 2021
Adjusting for Autocorrelated Errors in Neural Networks for Time Series Fan-Keng Sun C. Lang Duane S. Boning OOD AI4TS 32 28 0 28 Jan 2021
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting Nam H. Nguyen Brian Quanz BDL AI4TS 135 66 0 25 Jan 2021
Multi-Task Time Series Forecasting With Shared Attention Zekai Chen Jiaze E Xiao Zhang Hao Sheng Xiuzhen Cheng AI4TS 38 18 0 24 Jan 2021
Short-term daily precipitation forecasting with seasonally-integrated autoencoder Donlapark Ponnoprat AI4TS 23 18 0 23 Jan 2021
Demand Forecasting for Platelet Usage: from Univariate Time Series to Multivariate Models M. Motamedi Jessica Dawson Na Li D. Down N. Heddle AI4TS 16 20 0 06 Jan 2021
Do We Really Need Deep Learning Models for Time Series Forecasting? Shereen Elsayed Daniela Thyssens Ahmed Rashed H. Jomaa Lars Schmidt-Thieme AI4TS 16 105 0 06 Jan 2021
Passenger Mobility Prediction via Representation Learning for Dynamic Directed and Weighted Graph Yuandong Wang Hongzhi Yin Tong Chen Chunyang Liu Ben Wang Tianyu Wo Jie Xu AI4TS 72 19 0 04 Jan 2021
Trader-Company Method: A Metaheuristic for Interpretable Stock Price Prediction Katsuya Ito Kentaro Minami Kentaro Imajo Kei Nakagawa AIFin 15 13 0 18 Dec 2020
Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting Qingyi Pan Wenbo Hu Jun Zhu FAtt AI4TS 25 7 0 16 Dec 2020
Forecasting: theory and practice F. Petropoulos D. Apiletti Vassilios Assimakopoulos M. Z. Babai Devon K. Barrow ... J. Arenas Xiaoqian Wang R. L. Winkler Alisa Yusupova F. Ziel AI4TS 36 363 0 04 Dec 2020
TERMCast: Temporal Relation Modeling for Effective Urban Flow Forecasting Hao Xue Flora Salim AI4TS 11 21 0 11 Nov 2020
Time Series Forecasting with Stacked Long Short-Term Memory Networks Frank Xiao AI4TS 6 4 0 02 Nov 2020
A Spatial-Temporal Graph Based Hybrid Infectious Disease Model with Application to COVID-19 Yunling Zheng Zhijian Li Jack Xin Guofa Zhou 12 10 0 18 Oct 2020
Improved Predictive Deep Temporal Neural Networks with Trend Filtering Youngjin Park Deokjun Eom Byoung Ki Seo Jaesik Choi AI4TS 20 3 0 16 Oct 2020
Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity Vincent Le Guen Nicolas Thome AI4TS 18 26 0 14 Oct 2020
Will This Idea Spread Beyond Academia? Understanding Knowledge Transfer of Scientific Concepts across Text Corpora Hancheng Cao Mengjie Cheng Zhepeng Cen Daniel A. McFarland Xiang Ren CLIP MedIm 6 10 0 13 Oct 2020
HECT: High-Dimensional Ensemble Consistency Testing for Climate Models Niccolò Dalmasso Galen B. Vincent D. Hammerling Ann B. Lee AI4Cl 18 0 0 08 Oct 2020
Structural Forecasting for Tropical Cyclone Intensity Prediction: Providing Insight with Deep Learning Trey McNeely Niccolò Dalmasso Kimberly M. Wood Ann B. Lee 16 1 0 07 Oct 2020
Knowledge Adaption for Demand Prediction based on Multi-task Memory Neural Network Can Li Lei Bai Wei Liu Lina Yao S. Waller AI4TS 9 22 0 12 Sep 2020
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting Amirreza Farnoosh Bahar Azari Sarah Ostadabbas BDL AI4TS 12 20 0 10 Sep 2020
LAVARNET: Neural Network Modeling of Causal Variable Relationships for Multivariate Time Series Forecasting C. Koutlis Symeon Papadopoulos Emmanouil Schinas Y. Kompatsiaris CML AI4TS 6 15 0 02 Sep 2020
Pay Attention to Evolution: Time Series Forecasting with Deep Graph-Evolution Learning Gabriel Spadon linda Qiao Bruno Brandoli Stan Matwin Jose F. Rodrigues-Jr Jimeng Sun AI4TS 31 57 0 28 Aug 2020
MTHetGNN: A Heterogeneous Graph Embedding Framework for Multivariate Time Series Forecasting Yueyang Wang Ziheng Duan Yida Huang Haoyan Xu Jie Feng Anni Ren BDL AI4TS 6 31 0 19 Aug 2020
Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting Yida Huang Ziheng Duan Haoyan Xu Jie Feng Anni Ren Pengyu Song Xiaoqian Wang AI4TS 13 4 0 18 Aug 2020
A Survey on Device Behavior Fingerprinting: Data Sources, Techniques, Application Scenarios, and Datasets Pedro Miguel Sánchez Sánchez José María Jorquera Valero Alberto Huertas Celdrán Gérome Bovet M. Pérez Gregorio Martínez Pérez 27 95 0 07 Aug 2020
Improving the Accuracy of Global Forecasting Models using Time Series Data Augmentation Kasun Bandara Hansika Hewamalage Yuan-Hao Liu Yanfei Kang Christoph Bergmeir AI4TS 18 114 0 06 Aug 2020
Relation-aware Meta-learning for Market Segment Demand Prediction with Limited Records Jiatu Shi Huaxiu Yao Xian Wu Tong Li Zedong Lin Tengfei Wang Binqiang Zhao 11 1 0 01 Aug 2020
FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting Boris N. Oreshkin A. Amini Lucy Coyle Mark J. Coates AI4TS 14 94 0 30 Jul 2020
Prediction of hierarchical time series using structured regularization and its application to artificial neural networks Tomokaze Shiratori Ken Kobayashi Yuichi Takano AI4TS 13 11 0 30 Jul 2020
Graph Gamma Process Generalized Linear Dynamical Systems Rahi Kalantari Mingyuan Zhou 14 2 0 25 Jul 2020
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Lei Bai Lina Yao Can Li Xianzhi Wang Can Wang GNN AI4TS 17 1,150 0 06 Jul 2020
Handling Variable-Dimensional Time Series with Graph Neural Networks Vibhor Gupta Jyoti Narwariya Pankaj Malhotra L. Vig Gautam M. Shroff AI4TS 6 6 0 01 Jul 2020
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting Xinyu Chen Lijun Sun AI4TS 11 21 0 18 Jun 2020
Calibrated Reliable Regression using Maximum Mean Discrepancy Peng Cui Wenbo Hu Jun Zhu UQCV 6 47 0 18 Jun 2020
Stanza: A Nonlinear State Space Model for Probabilistic Inference in Non-Stationary Time Series Anna K. Yanchenko S. Mukherjee BDL AI4TS 8 6 0 11 Jun 2020
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Zonghan Wu Shirui Pan Guodong Long Jing Jiang Xiaojun Chang Chengqi Zhang AI4TS 39 1,346 0 24 May 2020