no code implementations • 10 Jan 2022 • Yangyang Wu, Jun Wang, Xiaoye Miao, Wenjia Wang, Jianwei Yin
DIM leverages a new masking Sinkhorn divergence function to make an arbitrary generative adversarial imputation model differentiable, while for such a differentiable imputation model, SSE can estimate an appropriate sample size to ensure the user-specified imputation accuracy of the final model.
1 code implementation • AAAI Conference on Artificial Intelligence 2021 • Xiaoye Miao, Yangyang Wu, Jun Wang, Yunjun Gao, Xudong Mao, and Jianwei Yin
In this paper, we propose a novel semi-supervised generative adversarial network model, named SSGAN, for missing value imputation in multivariate time series data.
Generative Adversarial Network Multivariate Time Series Imputation +2