2021
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation
NeurIPS 2021poster
The imputation of missing values in time series has many applications in healthcare and finance. While autoregressive models are natural candidates for time series imputation, score-based diffusion models have recently outperformed existing counterparts including autoregressive models in many tasks…