Search Results for author: Shijin Gong

Found 2 papers, 1 papers with code

ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting

2 code implementations8 Apr 2024 Hengyu Ye, Jiadong Chen, Shijin Gong, Fuxin Jiang, Tieying Zhang, Jianjun Chen, Xiaofeng Gao

To capitalize on both of these strengths, we propose ATFNet, an innovative framework that combines a time domain module and a frequency domain module to concurrently capture local and global dependencies in time series data.

Time Series Time Series Forecasting

Towards Optimal Neural Networks: the Role of Sample Splitting in Hyperparameter Selection

no code implementations15 Jul 2023 Shijin Gong, Xinyu Zhang

When artificial neural networks have demonstrated exceptional practical success in a variety of domains, investigations into their theoretical characteristics, such as their approximation power, statistical properties, and generalization performance, have concurrently made significant strides.

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