Northern Gulf of Mexico

The Gulf of Mexico is the ninth largest body of water in the world [KSS99]. The Gulf of Mexico is also one of the most economically and ecologically productive bodies of water in the world [SSR16].

• Imputation with trained STIMP in the Northern Gulf of Mexico
  • Fig 5a: Missing rate is equal to 0.1
  • Fig 5a: Missing rate is equal to 0.5
  • Fig 5a: Missing rate is equal to 0.9
• Prediction performance of STIMP in the Northern Gulf of Mexico
  • Supplementary Fig 4b: imputation reduces the mean square error of prediction
  • Supplementary Fig 2b: overall prediction performance in terms of mean square error
  • Supplementary Fig 4b: imputation reduces the mean absolute error of prediction
  • Fig 2b: overall performance in term of mean absolute error
  • Fig 5b: mean absolute error of PredRNN
  • Fig 5b: mean absolute error of STIMP
  • Fig 5b: improvement of STIMP compared to PredRNN
• Case study of prediction performance in the Northern Gulf of Mexico
  • Fig 5c: Predicted Chl_a of XGBoost, STIMP and PredRNN at Position 1
  • Fig 5c: Predicted Chl_a of XGBoost, STIMP and PredRNN at Position 2

References

[KSS99]

Herb Kumpf, K Steidinger, and Kenneth Sherman. The gulf of mexico large marine ecosystem: assessment, sustainability, and management. Environmental Science, 1999.

[SSR16]

Robert B Spies, Stanley Senner, and Christopher S Robbins. An overview of the northern gulf of mexico ecosystem. Gulf of Mexico Science, 33(1):9, 2016.