Uncertainty-Aware Deep Attention Recurrent Neural Network for Heterogeneous Time Series Imputation

Linglong Qian, Zina Ibrahim, Richard Dobson

Missingness is ubiquitous in multivariate time series and poses an obstacle to reliable downstream analysis. Although recurrent network imputation achieved the SOTA, existing model…