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Dimitrios Giannakis, Ph.D. - Publications

Affiliations: 
2009 Physics University of Chicago, Chicago, IL 
Area:
Fluid and Plasma Physics, Astronomy and Astrophysics
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41 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2021 Froyland G, Giannakis D, Lintner BR, Pike M, Slawinska J. Spectral analysis of climate dynamics with operator-theoretic approaches. Nature Communications. 12: 6570. PMID 34772916 DOI: 10.1038/s41467-021-26357-x  0.339
2020 Wang X, Slawinska J, Giannakis D. Extended-range statistical ENSO prediction through operator-theoretic techniques for nonlinear dynamics. Scientific Reports. 10: 2636. PMID 32060302 DOI: 10.1038/S41598-020-59128-7  0.434
2020 Alexander R, Giannakis D. Operator-theoretic framework for forecasting nonlinear time series with kernel analog techniques Physica D: Nonlinear Phenomena. 409: 132520. DOI: 10.1016/J.Physd.2020.132520  0.414
2020 Giannakis D, Das S. Extraction and prediction of coherent patterns in incompressible flows through space–time Koopman analysis Physica D: Nonlinear Phenomena. 402: 132211. DOI: 10.1016/J.Physd.2019.132211  0.366
2020 Das S, Giannakis D. Koopman spectra in reproducing kernel Hilbert spaces Applied and Computational Harmonic Analysis. 49: 573-607. DOI: 10.1016/J.Acha.2020.05.008  0.353
2019 Giannakis D. Quantum mechanics and data assimilation. Physical Review. E. 100: 032207. PMID 31639900 DOI: 10.1103/Physreve.100.032207  0.347
2019 Thiede EH, Giannakis D, Dinner AR, Weare J. Galerkin approximation of dynamical quantities using trajectory data. The Journal of Chemical Physics. 150: 244111. PMID 31255053 DOI: 10.1063/1.5063730  0.359
2019 Giannakis D. Data-driven spectral decomposition and forecasting of ergodic dynamical systems Applied and Computational Harmonic Analysis. 47: 338-396. DOI: 10.1016/J.Acha.2017.09.001  0.388
2019 Das S, Giannakis D. Delay-Coordinate Maps and the Spectra of Koopman Operators Journal of Statistical Physics. 175: 1107-1145. DOI: 10.1007/S10955-019-02272-W  0.343
2019 Marrouch N, Slawinska J, Giannakis D, Read HL. Data-driven Koopman operator approach for computational neuroscience Annals of Mathematics and Artificial Intelligence. 1-19. DOI: 10.1007/S10472-019-09666-2  0.368
2019 Giannakis D, Ourmazd A, Slawinska J, Zhao Z. Spatiotemporal Pattern Extraction by Spectral Analysis of Vector-Valued Observables Journal of Nonlinear Science. 29: 2385-2445. DOI: 10.1007/S00332-019-09548-1  0.401
2018 Giannakis D, Slawinska J. Indo-Pacific Variability on Seasonal to Multidecadal Time Scales. Part II: Multiscale Atmosphere–Ocean Linkages Journal of Climate. 31: 693-725. DOI: 10.1175/Jcli-D-17-0031.1  0.377
2018 Giannakis D, Kolchinskaya A, Krasnov D, Schumacher J. Koopman analysis of the long-term evolution in a turbulent convection cell Journal of Fluid Mechanics. 847: 735-767. DOI: 10.1017/Jfm.2018.297  0.321
2018 Comeau D, Giannakis D, Zhao Z, Majda AJ. Predicting regional and pan-Arctic sea ice anomalies with kernel analog forecasting Climate Dynamics. 52: 5507-5525. DOI: 10.1007/S00382-018-4459-X  0.338
2017 Bushuk M, Giannakis D. The Seasonality and Interannual Variability of Arctic Sea Ice Reemergence Journal of Climate. 30: 4657-4676. DOI: 10.1175/Jcli-D-16-0549.1  0.377
2017 Slawinska J, Giannakis D. Indo-Pacific Variability on Seasonal to Multidecadal Time Scales. Part I: Intrinsic SST Modes in Models and Observations Journal of Climate. 30: 5265-5294. DOI: 10.1175/Jcli-D-16-0176.1  0.388
2017 Alexander R, Zhao Z, Székely E, Giannakis D. Kernel Analog Forecasting of Tropical Intraseasonal Oscillations Journal of the Atmospheric Sciences. 74: 1321-1342. DOI: 10.1175/Jas-D-16-0147.1  0.37
2017 Sabeerali CT, Ajayamohan RS, Giannakis D, Majda AJ. Extraction and prediction of indices for monsoon intraseasonal oscillations: an approach based on nonlinear Laplacian spectral analysis Climate Dynamics. 49: 3031-3050. DOI: 10.1007/S00382-016-3491-Y  0.418
2016 Berry T, Giannakis D, Harlim J. Reply to "Comment on 'Nonparametric forecasting of low-dimensional dynamical systems' ". Physical Review. E. 93: 036202. PMID 27078491 DOI: 10.1103/Physreve.93.036202  0.308
2016 Zhao Z, Giannakis D. Analog forecasting with dynamics-adapted kernels Nonlinearity. 29: 2888-2939. DOI: 10.1088/0951-7715/29/9/2888  0.317
2016 Brenowitz ND, Giannakis D, Majda AJ. Nonlinear Laplacian spectral analysis of Rayleigh-Bénard convection Journal of Computational Physics. 315: 536-553. DOI: 10.1016/J.Jcp.2016.03.051  0.386
2016 Comeau D, Zhao Z, Giannakis D, Majda AJ. Data-driven prediction strategies for low-frequency patterns of North Pacific climate variability Climate Dynamics. 48: 1855-1872. DOI: 10.1007/S00382-016-3177-5  0.43
2015 Berry T, Giannakis D, Harlim J. Nonparametric forecasting of low-dimensional dynamical systems. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics. 91: 032915. PMID 25871180 DOI: 10.1103/Physreve.91.032915  0.38
2015 Bushuk M, Giannakis D, Majda AJ. Arctic sea ice reemergence: The role of large-scale oceanic and atmospheric variability Journal of Climate. 28: 5477-5509. DOI: 10.1175/Jcli-D-14-00354.1  0.352
2015 Giannakis D. Dynamics-adapted cone kernels Siam Journal On Applied Dynamical Systems. 14: 556-608. DOI: 10.1137/140954544  0.402
2015 Giannakis D, Majda AJ. Comparing low-frequency and intermittent variability in comprehensive climate models through nonlinear Laplacian spectral analysis Geophysical Research Letters. 39. DOI: 10.1029/2012Gl051575  0.435
2015 Székely E, Giannakis D, Majda AJ. Extraction and predictability of coherent intraseasonal signals in infrared brightness temperature data Climate Dynamics. DOI: 10.1007/S00382-015-2658-2  0.415
2015 Bushuk M, Giannakis D. Sea-ice reemergence in a model hierarchy Geophysical Research Letters. 42: 5337-5345. DOI: 10.1002/2015Gl063972  0.356
2014 Bushuk M, Giannakis D, Majda AJ. Reemergence mechanisms for North Pacific sea ice revealed through nonlinear Laplacian spectral analysis Journal of Climate. 27: 6265-6287. DOI: 10.1175/Jcli-D-13-00256.1  0.401
2014 Tung WW, Giannakis D, Majda AJ. Symmetric and antisymmetric convection signals in the Madden-Julian oscillation. Part I: Basic modes in infrared brightness temperature Journal of the Atmospheric Sciences. 71: 3302-3326. DOI: 10.1175/Jas-D-13-0122.1  0.392
2014 Chen N, Giannakis D, Herbei R, Majda AJ. An MCMC Algorithm for Parameter Estimation in Signals with Hidden Intermittent Instability Siam/Asa Journal On Uncertainty Quantification. 2: 647-669. DOI: 10.1137/130944977  0.319
2014 Chen N, Majda AJ, Giannakis D. Predicting the cloud patterns of the Madden-Julian Oscillation through a low-order nonlinear stochastic model Geophysical Research Letters. 41: 5612-5619. DOI: 10.1002/2014Gl060876  0.415
2013 Giannakis D, Majda AJ. Nonlinear Laplacian spectral analysis: Capturing intermittent and low-frequency spatiotemporal patterns in high-dimensional data Statistical Analysis and Data Mining. 6: 180-194. DOI: 10.1002/Sam.11171  0.362
2012 Schwander P, Giannakis D, Yoon CH, Ourmazd A. The symmetries of image formation by scattering. II. Applications. Optics Express. 20: 12827-49. PMID 22714310 DOI: 10.1364/Oe.20.012827  0.309
2012 Giannakis D, Majda AJ. Nonlinear Laplacian spectral analysis for time series with intermittency and low-frequency variability. Proceedings of the National Academy of Sciences of the United States of America. 109: 2222-7. PMID 22308430 DOI: 10.1073/Pnas.1118984109  0.454
2012 Giannakis D, Majda AJ. Quantifying the predictive skill in long-range forecasting. Part II: Model error in coarse-grained Markov models with application to ocean-circulation regimes Journal of Climate. 25: 1814-1826. DOI: 10.1175/Jcli-D-11-00110.1  0.333
2012 Giannakis D, Majda AJ. Quantifying the predictive skill in long-range forecasting. Part I: Coarse-grained predictions in a simple ocean model Journal of Climate. 25: 1793-1813. DOI: 10.1175/2011Jcli4143.1  0.341
2012 Giannakis D, Majda AJ. Limits of predictability in the North Pacific sector of a comprehensive climate model Geophysical Research Letters. 39. DOI: 10.1029/2012Gl054273  0.432
2012 Giannakis D, Majda AJ, Horenko I. Information theory, model error, and predictive skill of stochastic models for complex nonlinear systems Physica D: Nonlinear Phenomena. 241: 1735-1752. DOI: 10.1016/J.Physd.2012.07.005  0.386
2009 Giannakis D, Rosner R, Fischer PF. Instabilities in free-surface Hartmann flow at low magnetic Prandtl numbers Journal of Fluid Mechanics. 636: 217-277. DOI: 10.1017/S0022112009007824  0.496
2009 Giannakis D, Fischer PF, Rosner R. A spectral Galerkin method for the coupled Orr-Sommerfeld and induction equations for free-surface MHD Journal of Computational Physics. 228: 1188-1233. DOI: 10.1016/J.Jcp.2008.10.016  0.507
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