A Comparative Evaluation of Various Imputation Methods for LSTM-Based Climatological Time Series Forecasting
It is demonstrated that imputation effectiveness depends on alignment with missingness structure rather than methodological complexity, providing evidence-based guidance for robust environmental time-series forecasting.