User menu

An improved methodology for filling missing values in spatiotemporal climate data set

Bibliographic reference Sorjamaa, Antti ; Lendasse, Amaury ; Cornet, Yves ; Deleersnijder, Eric. An improved methodology for filling missing values in spatiotemporal climate data set. In: Computational Geosciences : modeling, simulation and data analysis, Vol. 14, no. 1, p. 55-64 (2010)
Permanent URL
  1. Tangang, F.T., Tang, B., Monahan, A.H., Hsieh, W.W.: Forecasting enso events: a neural network—extended eof approach. J. Climate 11, 29–41 (1998)
  2. Wackernagel Hans, Multivariate Geostatistics, ISBN:9783662031001, 10.1007/978-3-662-03098-1
  3. Preisendorfer, R.: Principal Component Analysis in Meteorology and Oceanography. Elsevier, Amsterdam (1988)
  4. Beckers, J.M., Rixen, M.: Eof calculations and data filling from incomplete oceanographic datasets. J. Atmos. Ocean. Technol. 20(12), 1839–1856 (2003)
  5. Boyd, J., Kennelly, E., Pistek, P.: Estimation of eof expansion coefficients from incomplete data. Deep Sea Res. 41, 1479–1488 (1994)
  6. Alvera-Azcarate, A., Barth, A., Rixen, M., Beckers, J.M.: Reconstruction of incomplete oceanographic data sets using empirical orthogonal functions. Application to the adriatic sea. Ocean Model. 9, 325–346 (2005)
  7. Alvera-Azcarate, A., Barth, A., Beckers, J.M., Weisberg, R.H.: Multivariate reconstruction of missing data in sea surface temperature, chlorophyll and wind satellite fields. J. Geophys. Res. 112, C03008 (2007)
  8. Beckers, J.-M., Barth, A., Alvera-Azcarate, A.: Dineof reconstruction of clouded images including error maps. Application to the sea surface temperature around Corsican Island. Ocean Sci. 2(2), 183–199 (2006)
  9. Lendasse, A., Wertz, V., Verleysen, M.: Model selection with cross-validations and bootstraps—application to time series prediction with rbfn models. In: LNCS, no. 2714, pp. 573–580. Springer, Berlin (2003)
  10. Kohavi, R.: A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proceedings of the 14th International Joint Conference on Artificial Intelligence, vol. 2, Montreal, 20–25 August 1995
  11. Efron Bradley, Tibshirani Robert J., An Introduction to the Bootstrap, ISBN:9780412042317, 10.1007/978-1-4899-4541-9
  12. Efron, B., Tibshirani, R.J.: Improvements on cross-validation: the .632+ bootstrap method. J. Am. Stat. Assoc. 92, 548–560 (1997)
  13. Sorjamaa, A., Hao, J., Reyhani, N., Ji, Y., Lendasse, A.: Methodology for long-term prediction of time series. Neurocomputing 70(16–18), 2861–2869 (2007)
  14. Gandin, L.S.: Objective Analysis of Meteorological Fields, p. 242. Israel Program for Scientific Translations, Jerusalem (1969)