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 / 595 papers shown

Title
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting Nghia Duong-Trung Kiran Madhusudhanan Danh Le-Phuoc AI4TS 38 4 0 15 Dec 2022
Traffic Flow Prediction via Variational Bayesian Inference-based Encoder-Decoder Framework Jianlei Kong Xiaomeng Fan Xue-bo Jin Min Zuo 15 1 0 14 Dec 2022
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Toyotaro Suzumura Shintaro Fukushima GNN BDL AI4TS 34 4 0 12 Dec 2022
Towards Better Long-range Time Series Forecasting using Generative Forecasting Shiyu Liu Rohan Ghosh Mehul Motani AI4TS 99 2 0 09 Dec 2022
GreenEyes: An Air Quality Evaluating Model based on WaveNet Kan Huang Kai Zhang Ming-de Liu 17 2 0 08 Dec 2022
A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting Zanwei Zhou Rui-Ming Zhong Chen Yang Yan Wang Xiaokang Yang Wei Shen AI4TS 50 9 0 06 Dec 2022
FECAM: Frequency Enhanced Channel Attention Mechanism for Time Series Forecasting Maowei Jiang Pengyu Zeng Kai-Ming Wang Huan Liu Wenbo Chen Haoran Liu AI4TS 35 50 0 02 Dec 2022
CRU: A Novel Neural Architecture for Improving the Predictive Performance of Time-Series Data Sunghyun Sim Dohee Kim Hyerim Bae AI4TS 27 1 0 30 Nov 2022
Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting Xinle Wu Dalin Zhang Miao Zhang Chenjuan Guo B. Yang Christian S. Jensen AI4TS 31 26 0 29 Nov 2022
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Shintaro Fukushima Toyotaro Suzumura AI4TS 32 177 0 27 Nov 2022
Sub-Graph Learning for Spatiotemporal Forecasting via Knowledge Distillation Mehrtash Mehrabi Yingxue Zhang 25 0 0 17 Nov 2022
HigeNet: A Highly Efficient Modeling for Long Sequence Time Series Prediction in AIOps Jiajia Li Feng Tan Cheng He Zikai Wang Haitao Song Lingfei Wu Pengwei Hu 28 0 0 13 Nov 2022
Integrated Convolutional and Recurrent Neural Networks for Health Risk Prediction using Patient Journey Data with Many Missing Values Yuxi Liu S. Qin Antonio Jimeno Yepes Wei Shao Zhenhao Zhang Flora Salim 27 3 0 11 Nov 2022
Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion Marin Bilos Kashif Rasul Anderson Schneider Yuriy Nevmyvaka Stephan Günnemann DiffM 27 32 0 04 Nov 2022
Probabilistic Decomposition Transformer for Time Series Forecasting Junlong Tong Liping Xie Wankou Yang Kanjian Zhang AI4TS 24 5 0 31 Oct 2022
Uncertainty Aware Trader-Company Method: Interpretable Stock Price Prediction Capturing Uncertainty Yugo Fujimotol Kei Nakagawa Kentaro Imajo Kentaro Minami AIFin 35 3 0 31 Oct 2022
WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Youngin Cho Daejin Kim Dongmin Kim Mohammad Azam Khan Jaegul Choo AI4TS 31 3 0 25 Oct 2022
Temporal-Spatial dependencies ENhanced deep learning model (TSEN) for household leverage series forecasting Hu Yang Yi Huang Haijun Wang Yu Chen AI4TS 19 1 0 17 Oct 2022
C-Mixup: Improving Generalization in Regression Huaxiu Yao Yiping Wang Linjun Zhang James Zou Chelsea Finn UQCV OOD 41 55 0 11 Oct 2022
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Kun Yi Qi Zhang Liang Hu Hui He Ning An LongBing Cao ZhenDong Niu AI4TS 59 3 0 06 Oct 2022
Temporal Spatial Decomposition and Fusion Network for Time Series Forecasting Liwang Zhou Jing Gao AI4TS 14 1 0 06 Oct 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 60 710 0 05 Oct 2022
MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting Peiwang Tang Xianchao Zhang AI4TS 35 12 0 04 Oct 2022
Explainable Graph Pyramid Autoformer for Long-Term Traffic Forecasting Weiheng Zhong Tanwi Mallick Hadi Meidani Jane Macfarlane Prasanna Balaprakash AI4TS 31 5 0 27 Sep 2022
A Multi-Layer Regression based Predicable Function Fitting Network Changling wan Zhongzhi Shi 18 0 0 19 Sep 2022
DynaConF: Dynamic Forecasting of Non-Stationary Time Series Siqi Liu Andreas M. Lehrmann BDL AI4TS 23 2 0 17 Sep 2022
DBT-DMAE: An Effective Multivariate Time Series Pre-Train Model under Missing Data Kai Zhang Qinmin Yang Chong Li AI4TS 19 0 0 16 Sep 2022
Scalable Spatiotemporal Graph Neural Networks Andrea Cini Ivan Marisca F. Bianchi Cesare Alippi AI4TS AI4CE 34 49 0 14 Sep 2022
Learning Differential Operators for Interpretable Time Series Modeling Yingtao Luo Chang Xu Yang Liu Weiqing Liu Shun Zheng Jiang Bian AI4TS 45 8 0 03 Sep 2022
Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting Hui He Qi Zhang Kun Yi Kaize Shi ZhenDong Niu Longbin Cao TTA AI4TS 21 5 0 01 Sep 2022
ARMA Cell: A Modular and Effective Approach for Neural Autoregressive Modeling Philipp Schiele Christoph Berninger David Rügamer AI4TS 25 2 0 31 Aug 2022
Inter- and Intra-Series Embeddings Fusion Network for Epidemiological Forecasting Feng Xie Zhong Zhang Xuechen Zhao B. Zhou Yusong Tan AI4TS 28 3 0 23 Aug 2022
Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM 28 168 0 19 Aug 2022
Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer W. Ng K. Siu Albert C. Cheung Michael K. Ng AI4TS 24 7 0 19 Aug 2022
Grasping Core Rules of Time Series through Pure Models Gedi Liu Yifeng Jiang Yicun Ouyang Keyang Zhong Yang Wang AI4TS 27 0 0 15 Aug 2022
Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Wei Wei Yongjun Xu AI4TS 29 207 0 10 Aug 2022
Mining Reaction and Diffusion Dynamics in Social Activities Taichi Murayama Yasuko Matsubara Yasushi Sakurai 27 1 0 07 Aug 2022
EgPDE-Net: Building Continuous Neural Networks for Time Series Prediction with Exogenous Variables Penglei Gao Xi Yang Rui Zhang Ping Guo John Y. Goulermas Kaizhu Huang AI4TS 21 5 0 03 Aug 2022
Time Series Forecasting Models Copy the Past: How to Mitigate Chrysoula Kosma Giannis Nikolentzos Nancy R. Xu Michalis Vazirgiannis AI4TS 24 4 0 27 Jul 2022
Gaia: Graph Neural Network with Temporal Shift aware Attention for Gross Merchandise Value Forecast in E-commerce Borui Ye Shuo Yang Binbin Hu Qing Cui Youqiang He Kai Huang Jun Zhou Yanming Fang 30 5 0 27 Jul 2022
Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect Li Shen Yuning Wei Yangzhu Wang AI4TS 24 8 0 22 Jul 2022
Operating Envelopes under Probabilistic Electricity Demand and Solar Generation Forecasts Yu Yi G. Verbič 13 6 0 20 Jul 2022
PowerFDNet: Deep Learning-Based Stealthy False Data Injection Attack Detection for AC-model Transmission Systems Xuefei Yin Yanming Zhu Yi Xie Jiankun Hu 17 5 0 15 Jul 2022
Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes Gregory W. Benton Wesley J. Maddox A. Wilson AI4TS 11 3 0 13 Jul 2022
Learning Deep Time-index Models for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Guosheng Lin AI4TS AI4CE 42 26 0 13 Jul 2022
Dateformer: Time-modeling Transformer for Longer-term Series Forecasting Julong Young Junhui Chen Feihu Huang Jian Peng AI4TS 22 1 0 12 Jul 2022
A Baselined Gated Attention Recurrent Network for Request Prediction in Ridesharing Jingran Shen Nikos Tziritas Georgios Theodoropoulos AI4TS 34 7 0 11 Jul 2022
Multi-task Envisioning Transformer-based Autoencoder for Corporate Credit Rating Migration Early Prediction Han Yue Steve Q. Xia Hongfu Liu 15 1 0 10 Jul 2022
Seasonal Encoder-Decoder Architecture for Forecasting Avinash Achar Soumen Pachal BDL AI4TS 13 0 0 08 Jul 2022
Memory-free Online Change-point Detection: A Novel Neural Network Approach Zahra Atashgahi Decebal Constantin Mocanu Raymond N. J. Veldhuis Mykola Pechenizkiy AI4TS 24 8 0 08 Jul 2022