A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis

1 code implementation • 18 Oct 2023 • Shuhan Zhong, Sizhe Song, Weipeng Zhuo, Guanyao Li, Yang Liu, S. -H. Gary Chan

To handle the multi-scale temporal patterns and multivariate dependencies, we propose a novel temporal patching approach to model the time series as multi-scale patches, and employ MLPs to capture intra- and inter-patch variations and channel-wise correlations.

Anomaly Detection Imputation +2

A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting

1 code implementation • 30 Dec 2021 • Guanyao Li, Shuhan Zhong, S. -H. Gary Chan, Ruiyuan Li, Chih-Chieh Hung, Wen-Chih Peng

The information fusion module captures the complex spatial-temporal dependency between regions.