Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout Scenarios

Mohammad Rafid Ul Islam, Prasad Tadepalli, Alan Fern

Missing values in multivariate time series data can harm machine learning performance and introduce bias. These gaps arise from sensor malfunctions, blackouts, and human error and…