Xuelin Cheng

TSIformer: Multi-Scale Dilation Transformer with Cross-variable and Cross-feature Dependency for Time Series Imputation

In the time series imputation task, most Transformer-based methods adopt the standard full attention mechanism, which not only has high complexity but also cannot aggregate semantic multi-scale information effectively. This paper proposes a Transformer-based model called TSIformer for time series im…