PAPERS · CV
Comparing low-frequency and intermittent variability in comprehensive climate models through nonlinear Laplacian spectral analysis
Dimitrios Giannakis & Andrew J. Majda, Geophys. Res. Lett., in press
Supporting information; Movie 1, 2, 3
Quantifying the predictive skill in long-range forecasting. Part I: Coarse-grained predictions in a simple ocean model
Dimitrios Giannakis & Andrew J. Majda (2012), J. Climate, 25(6), 1793
Quantifying the predictive skill in long-range forecasting. Part II: Model error in coarse-grained Markov models with application to ocean-circulation regimes
Dimitrios Giannakis & Andrew J. Majda (2012), J. Climate, 25(6), 1814
Nonlinear Laplacian spectral analysis for time series with intermittency and low-frequency variability
Dimitrios Giannakis & Andrew J. Majda (2012), Proc. Natl. Acad. Sci., 109(7), 2222
Supplementary information 1 (pseudocode), 2; Movie S1, S2
The symmetries of image formation by scattering. I. Theoretical framework
Dimitrios Giannakis, Peter Schwander & Abbas Ourmazd, Optics Express, submitted (February 2012)
Movie
The symmetries of image formation by scattering. II. Applications
Peter Schwander, Chun Hong Yoon, Abbas Ourmazd & Dimitrios Giannakis, Optics Express, submitted (February 2012)
Movie 1, 2, 3, 4
Nonlinear Laplacian spectral analysis: Capturing intermittent and low-frequency spatiotemporal patterns in high-dimensional data
Dimitrios Giannakis & Andrew J. Majda, Statistical Analysis and Data Mining, submitted (January 2012)
Movie
Time series reconstruction via machine learning: Revealing decadal variability and intermittency in the North Pacific sector of a coupled climate model
Dimitrios Giannakis & Andrew J. Majda, Conference on Intelligent Data Understanding (CIDU) 2011, Mountain View, California, October 19-21, 2011
Information theory, model error, and predictive skill of stochastic models for complex nonlinear systems
Dimitrios Giannakis, Andrew J. Majda & Illia Horenko, Physica D, submitted (April 2011)
Instabilities in free-surface Hartmann flow at low magnetic Prandtl numbers
Dimitrios Giannakis, Robert Rosner & Paul F. Fischer (2009), J. Fluid Mech., 636, 217
A spectral Galerkin method for the coupled Orr-Sommerfeld and induction equations in free-surface MHD
Dimitrios Giannakis, Paul F. Fischer & Robert Rosner (2009), J. Comput. Phys., 228(4), 1188
Challenges for the kinetic unified dark matter model
Dimitrios Giannakis & Wayne Hu (2005), Phys. Rev. D, 72, 063502
Benchmarking and incentive regulation of quality of service: An application to the UK electricity distribution networks
Dimitrios Giannakis, Tooraj Jamasb & Michael Pollitt, Energ. Policy, 33(17), 2256 (2005)
PRESENTATIONS
Capturing intermittent and low-frequency variability in high-dimensional time series through nonlinear Laplacian spectral analysis
Seminar at Department of Mathematics, North Carolina State University, March 30 2011
Quantifying predictability and model error in long-range climate forecasting through information theory
Statistical Inverse Modeling of Complex Nonlinear Systems, September 2011, Fudan University
Movie
Structure and dynamics from manifold symmetries of image formation
Minisymposium on Computational Methods for Three-Dimensional Microscopy Reconstruction, Nov. 8 2010, CUNY