GBT: Two-stage transformer framework for non-stationary time series forecasting

17 July 2023

Papers citing "GBT: Two-stage transformer framework for non-stationary time series forecasting"

8 / 8 papers shown

Title
Non-stationary BERT: Exploring Augmented IMU Data For Robust Human Activity Recognition Ning Sun Yufei Wang Yuwei Zhang Jixiang Wan Shenyue Wang Ping Liu Xudong Zhang 20 0 0 25 Sep 2024
Enhancing Multi-Step Brent Oil Price Forecasting with Ensemble Multi-Scenario Bi-GRU Networks Mohammed Alruqimi L. D. Persio OOD 18 4 0 15 Jul 2024
GARNN: An Interpretable Graph Attentive Recurrent Neural Network for Predicting Blood Glucose Levels via Multivariate Time Series Chengzhe Piao Taiyu Zhu S. Baldeweg Paul Taylor Pantelis Georgiou Jiahao Sun Jun Wang Kezhi Li AI4TS 19 1 0 26 Feb 2024
Hybrid Variational Autoencoder for Time Series Forecasting Borui Cai Shuiqiao Yang Longxiang Gao Yong Xiang BDL AI4TS 38 13 0 13 Mar 2023
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures T. Zhang Yizhuo Zhang Wei Cao Jiang Bian Xiaohan Yi Shun Zheng Jian Li BDL AI4TS 95 153 0 04 Jul 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 121 170 0 18 May 2022
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Steven C. H. Hoi AI4TS 117 394 0 03 Feb 2022
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,885 0 14 Dec 2020