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
Achieving an Accurate Random Process Model for PV Power using Cheap Data: Leveraging the SDE and Public Weather Reports Yiwei Qiu Jin Lin Zhipeng Zhou Ningyi Dai Feng Liu Y. Song 8 0 0 27 Nov 2021
How News Evolves? Modeling News Text and Coverage using Graphs and Hawkes Process Honggen Zhang June Zhang 20 0 0 18 Nov 2021
ARISE: ApeRIodic SEmi-parametric Process for Efficient Markets without Periodogram and Gaussianity Assumptions Shao-Qun Zhang Zhi-Hua Zhou AI4TS 22 3 0 08 Nov 2021
Equivariant Deep Dynamical Model for Motion Prediction Bahar Azari Deniz Erdoğmuş 25 1 0 02 Nov 2021
MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data Zhibo Zhu Ziqi Liu Ge Jin Qing Cui Lei Chen Jun Zhou Jianyong Zhou AI4TS 29 15 0 27 Oct 2021
A Scalable Inference Method For Large Dynamic Economic Systems Pratha Khandelwal Philip Nadler Rossella Arcucci William Knottenbelt Yi-Ke Guo 10 2 0 27 Oct 2021
Cluster-and-Conquer: A Framework For Time-Series Forecasting Reese Pathak Rajat Sen Nikhil S. Rao N. Benjamin Erichson Michael I. Jordan Inderjit S. Dhillon AI4TS 21 2 0 26 Oct 2021
Deep Explicit Duration Switching Models for Time Series Abdul Fatir Ansari Konstantinos Benidis Richard Kurle Ali Caner Turkmen Harold Soh Alex Smola Yuyang Wang Tim Januschowski BDL 13 19 0 26 Oct 2021
Probabilistic Time Series Forecasts with Autoregressive Transformation Models David Rügamer Philipp F. M. Baumann Thomas Kneib Torsten Hothorn AI4TS 56 12 0 15 Oct 2021
Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting Kiran Madhusudhanan Johannes Burchert Nghia Duong-Trung Stefan Born Lars Schmidt-Thieme AI4TS AI4CE 41 21 0 13 Oct 2021
A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids Xiangtian Zheng Nan Xu Loc Trinh Dongqi Wu Tong Huang S. Sivaranjani Yan Liu Le Xie AI4CE 33 43 0 12 Oct 2021
Development of Deep Transformer-Based Models for Long-Term Prediction of Transient Production of Oil Wells I. Abdrakhmanov E. Kanin S. Boronin Evgeny Burnaev A. Osiptsov 31 14 0 12 Oct 2021
5G Traffic Prediction with Time Series Analysis N. Nayak Rujula Singh R AI4TS 11 3 0 07 Oct 2021
Analysis for full face mechanical behaviors through spatial deduction model with real-time monitoring data X. Tan Yuhang Wang Bowen Du Junchen Ye Wei-zhong Chen Leilei Sun Li-ping Li AI4CE 11 9 0 27 Sep 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 69 87 0 24 Sep 2021
Deep Learning with Kernel Flow Regularization for Time Series Forecasting Mahdy Shirdel Reza Asadi Duc-Hinh Do Micheal Hintlian AI4TS 18 6 0 23 Sep 2021
From Known to Unknown: Knowledge-guided Transformer for Time-Series Sales Forecasting in Alibaba Xinyuan Qi Kai Hou Tong Liu Zhongzhong Yu Sihao Hu Wenwu Ou AI4TS 45 19 0 17 Sep 2021
Decoupling Long- and Short-Term Patterns in Spatiotemporal Inference Junfeng Hu Yuxuan Liang Zhencheng Fan Ying Zhang Yifang Yin Roger Zimmermann AI4TS 52 11 0 16 Sep 2021
Instance-wise Graph-based Framework for Multivariate Time Series Forecasting Wentao Xu Weiqing Liu Jiang Bian Jian Yin Tie-Yan Liu AI4TS 25 7 0 14 Sep 2021
A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting Jinliang Deng Xiusi Chen Renhe Jiang Xuan Song Ivor W. Tsang AI4TS 41 33 0 02 Sep 2021
TCCT: Tightly-Coupled Convolutional Transformer on Time Series Forecasting Li Shen Yangzhu Wang AI4TS 35 92 0 29 Aug 2021
DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Renhe Jiang Du Yin Zhaonan Wang Yizhuo Wang Jiewen Deng Hangcheng Liu Z. Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 57 158 0 20 Aug 2021
AdaRNN: Adaptive Learning and Forecasting of Time Series Yuntao Du Jindong Wang Wenjie Feng Sinno Jialin Pan Tao Qin Renjun Xu Chongjun Wang AI4TS 35 236 0 10 Aug 2021
PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series Paul Jeha Michael Bohlke-Schneider Pedro Mercado Shubham Kapoor Rajbir-Singh Nirwan Valentin Flunkert Jan Gasthaus Tim Januschowski AI4TS 27 45 0 02 Aug 2021
Spatio-temporal graph neural networks for multi-site PV power forecasting J. Simeunović B. Schubnel P. Alet R. Carrillo AI4TS 14 123 0 29 Jul 2021
AutoML Meets Time Series Regression Design and Analysis of the AutoSeries Challenge Zhen Xu Wei-Wei Tu Isabelle M Guyon AI4TS 27 7 0 28 Jul 2021
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals Yu-xin Zhang Yiqiang Chen Jindong Wang Zhiwen Pan AI4TS 21 189 0 27 Jul 2021
Significant Wave Height Prediction based on Wavelet Graph Neural Network Delong Chen Fan Liu Zheqi Zhang Xiaomin Lu Zewen Li 6 16 0 20 Jul 2021
Long-term series forecasting with Query Selector -- efficient model of sparse attention J. Klimek Jakub Klímek W. Kraskiewicz Mateusz Topolewski AI4TS 25 6 0 19 Jul 2021
Deep Autoregressive Models with Spectral Attention Fernando Moreno-Pino Pablo Martínez Olmos Antonio Artés-Rodríguez AI4TS 34 17 0 13 Jul 2021
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation Y. Tashiro Jiaming Song Yang Song Stefano Ermon BDL DiffM 22 514 0 07 Jul 2021
Single Model for Influenza Forecasting of Multiple Countries by Multi-task Learning Taichi Murayama Shoko Wakamiya Eiji Aramaki AI4TS 11 0 0 05 Jul 2021
Online Multi-Agent Forecasting with Interpretable Collaborative Graph Neural Network Maosen Li Siheng Chen Yanning Shen Ge Liu Ivor W. Tsang Ya-Qin Zhang 22 42 0 02 Jul 2021
Modelling Neuronal Behaviour with Time Series Regression: Recurrent Neural Networks on C. Elegans Data Gonçalo Mestre Ruxandra Bărbulescu Arlindo L. Oliveira L. M. Silveira 7 1 0 01 Jul 2021
TENT: Tensorized Encoder Transformer for Temperature Forecasting Onur Bilgin Paweł Mąka Thomas Vergutz S. Mehrkanoon AI4TS 27 13 0 28 Jun 2021
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Haixu Wu Jiehui Xu Jianmin Wang Mingsheng Long AI4TS 41 2,098 0 24 Jun 2021
TS2Vec: Towards Universal Representation of Time Series Zhihan Yue Yujing Wang Juanyong Duan Tianmeng Yang Congrui Huang Yu Tong Bixiong Xu AI4TS 18 545 0 19 Jun 2021
Dynamical Deep Generative Latent Modeling of 3D Skeletal Motion Amirreza Farnoosh Sarah Ostadabbas 13 3 0 18 Jun 2021
ScoreGrad: Multivariate Probabilistic Time Series Forecasting with Continuous Energy-based Generative Models Tijin Yan Hongwei Zhang Tong Zhou Yufeng Zhan Yuanqing Xia DiffM AI4TS 36 38 0 18 Jun 2021
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Minhao Liu Ailing Zeng Mu-Hwa Chen Zhijian Xu Qiuxia Lai Lingna Ma Qiang Xu AI4TS 21 340 0 17 Jun 2021
Hierarchically Regularized Deep Forecasting Biswajit Paria Rajat Sen Amr Ahmed Abhimanyu Das AI4TS 25 16 0 14 Jun 2021
RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting Soumyasundar Pal Liheng Ma Yingxue Zhang Mark J. Coates BDL AI4TS 31 22 0 10 Jun 2021
Deep Particulate Matter Forecasting Model Using Correntropy-Induced Loss Jongsu Kim Changhoon Lee 12 3 0 06 Jun 2021
A Survey on Anomaly Detection for Technical Systems using LSTM Networks Benjamin Lindemann Benjamin Maschler N. Sahlab M. Weyrich AI4TS 4 270 0 28 May 2021
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 18 144 0 14 May 2021
MTNet: A Multi-Task Neural Network for On-Field Calibration of Low-Cost Air Monitoring Sensors Haomin Yu Yangli-ao Geng Yingjun Zhang Qingyong Li Jiayu Zhou 20 0 0 10 May 2021
Machine Learning (ML)-Centric Resource Management in Cloud Computing: A Review and Future Directions Tahseen Khan Wenhong Tian Rajkumar Buyya 16 95 0 09 May 2021
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation Xinyu Chen Mengying Lei Nicolas Saunier Lijun Sun 21 102 0 30 Apr 2021
Stochastic Recurrent Neural Network for Multistep Time Series Forecasting Zexuan Yin P. Barucca BDL 13 4 0 26 Apr 2021
Deep Time Series Forecasting with Shape and Temporal Criteria Vincent Le Guen Nicolas Thome AI4TS 32 27 0 09 Apr 2021