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framework for emulation #4

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katiedagon opened this issue Nov 16, 2022 · 0 comments
Open

framework for emulation #4

katiedagon opened this issue Nov 16, 2022 · 0 comments
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@katiedagon
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katiedagon commented Nov 16, 2022

starting with global mean annual mean LAI, build a framework for emulation

  • test different emulation methods, see ESEm
  • test emulator performance vs. training dataset size
  • "leave one out": remove one member, train on the remaining ensemble, and predict the held-out run
  • check reliability of uncertainty estimates

See McNeall et al. 2020

@katiedagon katiedagon self-assigned this Nov 16, 2022
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