Paper on dimensionality reduction in climate data available online
M. Vejmelka, L. Pokorná, J. Hlinka, D. Hartman, N. Jajcay, M. Paluš: Non-random correlation structures and dimensionality reduction in multivariate climate data. Climate Dynamics 2014. doi:10.1007/s00382-014-2244-z