Mohammad Rafid Ul Islam

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

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 are typically addressed by data imputation. Previous work has tackled the imputation of missing data in random, complete…