Supplementary main results

Code for reproducing the main results presented in the supplementary

• Imputation length (including half year and one-and-a-half years)
  • Half-year Imputation
  • One-and-a-half-years Imputation
• Prediction Length
  • Different Prediction Horizons in PRE
  • Different Prediction Horizons in Chesapeake Bay
  • Different Prediction Horizons in Gulf of the Mexico
  • Different Prediction Horizons in Yangtze River Estuary
• Recurrent Prediction
  • Recurrent Prediction
• Case study: predicted Chl_a of STIMP and baselines trained on imputed dataset
  • Predicted Chl_a of STIMP and baselines trained on imputed dataset at three locations
• STIMP, MaskedAE and Lin-itp
  • STIMP, MaskedAE and Lin-itp
• Imputation of DINEOF with different t
  • STIMP vs DINEOF with different values of t
• Predicted Chl_a of STIMP and Climate mean
  • Overall improvement of STIMP compared to two climate mean predictions
  • Predicted Chl_a of STIMP and two climate mean state at four locations