Ziqing Ma

Transformers in Time Series: A Survey

Qingsong Wen, Tian Zhou, Chaoli Zhang et al. · 2023 · 889 citations · Full text

Forecasting Methodology, Engineering, Machine Learning +17

FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

Tian Zhou, Ziqing Ma, Qingsong Wen et al. · arXiv (Cornell University) · 2022 · 533 citations · Full text

Forecasting Methodology, Most Time Series, Engineering +8

FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting

Tian Zhou, Ziqing Ma, Xue Wang et al. · arXiv (Cornell University) · 2022 · 102 citations · Full text

Forecasting Methodology, Engineering, Machine Learning +19

Leakage Detection in Water Distribution Systems Based on Time–Frequency Convolutional Neural Network

Guancheng Guo, Xipeng Yu, Shuming Liu et al. · Journal of Water Resources Planning and Management · 2020 · 97 citations

Leakage (Machine Learning), Water Distribution Systems, Machine Learning +10

Transformers in Time Series: A Survey

Qingsong Wen, Tian Zhou, Chaoli Zhang et al. · arXiv (Cornell University) · 2022 · 58 citations · Full text

Forecasting Methodology, Engineering, Machine Learning +18