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  3. Data release: Predicting Water Temperature Dynamics of Unmonitored Lakes with Meta Transfer Learning
  4. Predicting Water Temperature Dynamics of Unmonitored Lakes with Meta Transfer Learning: 6 model evaluation

Predicting Water Temperature Dynamics of Unmonitored Lakes with Meta Transfer Learning: 6 model evaluation

Dates

Release Date
2020-10-30
Start Date
1980-04-01
End Date
2019-12-31

Citation

Willard, J., Read, J.S., Appling, A.P., and Oliver, S.K., 2020, Data release: Predicting Water Temperature Dynamics of Unmonitored Lakes with Meta Transfer Learning: U.S. Geological Survey data release, https://doi.org/10.5066/P9I00WFR.

Summary

Predictions are evaluated against observed temperatures.

Contacts

Point of Contact :
Jordan S Read
Originator :
Jared Willard, Jordan S Read, Alison P Appling, Samantha K Oliver
Metadata Contact :
Jordan S Read
Publisher :
U.S. Geological Survey
Distributor :
U.S. Geological Survey - ScienceBase

Attached Files

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5ebe577782ce476925e44b32.xml
Original FGDC Metadata
View 		35.51 KB application/fgdc+xml
pb0_matched_to_observations.zip 18.23 MB application/zip
pb0_evaluation.csv 78.88 KB text/csv
pball_matched_to_observations.zip 13.18 MB application/zip
pball_evaluation.csv 15.32 KB text/csv
pgmtl9_matched_to_observations.zip 13.28 MB application/zip
pgmtl9_evaluation.csv 74.23 KB text/csv
pgmtl_matched_to_observations.zip 12.92 MB application/zip
pgmtl_evaluation.csv 74.11 KB text/csv
pbmtl_matched_to_observations.zip 7.24 MB application/zip
pbmtl_evaluation.csv 10.42 KB text/csv
sparse_PGDL_vs_PGDL-MTL_rmse.csv 126.37 KB text/csv
all_MTL_RMSE_predictions.csv 3.92 MB text/csv

Purpose

Fisheries biology, limnological research, and climate science.

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