ATMO 632: Week 9
Predictability, Information Theory, Correlations,
Causality
Course Home Page: http://www.cgd.ucar.edu/~svn/atmo632
Reading Material (overlaps with week 7)
- L.Y.
Leung and G.R. North, 1990: Information theory and climate prediction,
Journal of Climate, v.3, 5–14.
- T.
Schneider and S. Griffies, 1999: A conceptual framework for
predictability studies, Journal of Climate, v.12, 3133–3155.
- M. H.
P. Ambaum, B.J. Hoskins, and D. B. Stephenson, 2001: Arctic Oscillation or North Atlantic
Oscillation? Journal
of Climate, v.14, 3495–3507.
- R. E.
Davis, 1976: Predictability of
Sea Surface Temperature and Sea Level Pressure Anomalies over the North
Pacific Ocean. Journal of Physical Oceanography,
v.6, 249–266.
Concepts (overlaps with week 7)
Information
and Entropy
Predictive Power
Pre-whitening
Predictable component analysis
EOFs and
correlations
Linear
trends and correlations
Simultaneous
vs. lagged correlations
Simultaneous correlations say
nothing about causality!