References (ML)

Abbreviations of Journals (copied)

  • Atmos. Sci.
  • Atmos. Meas. Tech.
  • Bull. Am. Meteorol. Soc.
  • Clim. Dyn.
  • Earth’s Future
  • Environ. Res. Lett.
  • Fluid Dyn. Res.,
  • Geosci. Model Dev.
  • Geophys. Res. Lett.
  • Hydrol. Earth Syst. Sci.
  • Hydrol. Res. Lett.
  • Int. J. Remote Sens.
  • J. Adv. Modeling Earth Syst.
  • J. Appl. Meteor. Climatol.
  • J. Atmos. Oceanic Technol.
  • J. Atmos. Sci.
  • J. Comput. Phys.
  • J. Geophys. Res.
  • J. Hydrometeoro.
  • J. Meteor. Soc. Japan
  • J. Meteor. Appl.
  • Mon. Wea. Rev.
  • Nature
  • Nat. Clim. Chang.
  • Nat. Hazards Earth Sys. Sci.
  • Nonlin. Processes Geophys.
  • Phys. Rev. Lett.
  • Proc. Natl. Acad. Sci.
  • PLOS ONE
  • Prog. Earth Planet. Sci
  • Q. J. R. Meteorol. Soc.
  • Science
  • Sci. Rep.
  • Wea. and Forecasting
  • J. R. Statist. Soc. B

Edits from “APA” of google scholar

  1. “-” –> “–” : for page numbers
  2. & –> and : for list of authors
  3. (YYYY). –> (YYYY): for publication years
  • Breiman, L. (2001): Random forests. Machine learning, 45, 5-32. doi: 10.1023/A:1010933404324
  • Zou, H., and Hastie, T. (2005): Regularization and variable selection via the elastic net. J. R. Statist. Soc. B, 67, 301–320. doi: 10.1111/j.1467-9868.2005.00503.x
  • Johnson, J. S., Cui, Z., Lee, L. A., Gosling, J. P., Blyth, A. M., and Carslaw, K. S. (2015): Evaluating uncertainty in convective cloud microphysics using statistical emulation. J. Adv. Modeling Earth Syst., 7, 162–187. doi: 10.1002/2014MS000383
  • Schiller, H., and Doerffer, R. (1999): Neural network for emulation of an inverse model operational derivation of Case II water properties from MERIS data. Int. J. Remote Sens., 20, 1735–1746. doi: 10.1080/014311699212443
  • Silver, D., and coauthors (2017): Mastering the game of go without human knowledge. Nature, 550, 354–359. doi: 10.1038/nature24270
  • Weyn J. A., Durran D. R., Caruana R. (2019): Can machines learn to predict weather? Using deep learning to predict gridded 500‐hPa geopotential height from historical weather data. J. Adv. Modeling Earth Syst., 11, 2680–2693. doi: 10.1029/2019MS001705
  • https://www.youtube.com/watch?v=2Bw5f4vYL98&app=desktop