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Dimitrios Giannakis
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2020 – today
- 2024
- [j11]David C. Freeman, Dimitrios Giannakis, Joanna Slawinska:
Quantum Mechanics for Closure of Dynamical Systems. Multiscale Model. Simul. 22(1): 283-333 (2024) - 2023
- [j10]Dimitrios Giannakis, Amelia Henriksen, Joel A. Tropp, Rachel A. Ward:
Learning to Forecast Dynamical Systems from Streaming Data. SIAM J. Appl. Dyn. Syst. 22(2): 527-558 (2023) - 2021
- [j9]Dmitry Burov, Dimitrios Giannakis, Krithika Manohar, Andrew Stuart:
Kernel Analog Forecasting: Multiscale Test Problems. Multiscale Model. Simul. 19(2): 1011-1040 (2021) - [i3]Andrew D. Davis, Dimitrios Giannakis:
Graph-theoretic algorithms for Kolmogorov operators: Approximating solutions and their gradients in elliptic and parabolic problems on manifolds. CoRR abs/2104.15124 (2021) - 2020
- [j8]Natasza Marrouch, Joanna Slawinska, Dimitrios Giannakis, Heather L. Read:
Data-driven Koopman operator approach for computational neuroscience. Ann. Math. Artif. Intell. 88(11): 1155-1173 (2020) - [j7]Dimitrios Giannakis, Abbas Ourmazd, Joanna Slawinska, Zhizhen Zhao:
Correction to: Spatiotemporal Pattern Extraction by Spectral Analysis of Vector-Valued Observables. J. Nonlinear Sci. 30(2): 711 (2020) - [i2]Suddhasattwa Das, Dimitrios Giannakis, Eniko Szekely:
An information-geometric approach to feature extraction and moment reconstruction in dynamical systems. CoRR abs/2004.02172 (2020)
2010 – 2019
- 2019
- [j6]Dimitrios Giannakis, Abbas Ourmazd, Joanna Slawinska, Zhizhen Zhao:
Spatiotemporal Pattern Extraction by Spectral Analysis of Vector-Valued Observables. J. Nonlinear Sci. 29(5): 2385-2445 (2019) - 2018
- [c6]Natasza Marrouch, Heather L. Read, Joanna Slawinska, Dimitrios Giannakis:
Data-driven spectral decomposition of ECoG signal from an auditory oddball experiment in a marmoset monkey: Implications for EEG data in humans. IJCNN 2018: 1-10 - [c5]Joanna Slawinska, Abbas Ourmazd, Dimitrios Giannakis:
A New Approach to Signal Processing of Spatiotemporal Data. SSP 2018: 338-342 - 2016
- [j5]Noah D. Brenowitz, Dimitrios Giannakis, Andrew J. Majda:
Nonlinear Laplacian spectral analysis of Rayleigh-Bénard convection. J. Comput. Phys. 315: 536-553 (2016) - 2015
- [j4]Dimitrios Giannakis:
Dynamics-Adapted Cone Kernels. SIAM J. Appl. Dyn. Syst. 14(2): 556-608 (2015) - [c4]Dimitrios Giannakis, Joanna Slawinska, Zhizhen Zhao:
Spatiotemporal Feature Extraction with Data-Driven Koopman Operators. FE@NIPS 2015: 103-115 - 2014
- [j3]Nan Chen, Dimitrios Giannakis, Radu Herbei, Andrew J. Majda:
An MCMC Algorithm for Parameter Estimation in Signals with Hidden Intermittent Instability. SIAM/ASA J. Uncertain. Quantification 2(1): 647-669 (2014) - 2013
- [j2]Dimitrios Giannakis, Andrew J. Majda:
Nonlinear Laplacian spectral analysis: capturing intermittent and low-frequency spatiotemporal patterns in high-dimensional data. Stat. Anal. Data Min. 6(3): 180-194 (2013) - [c3]Apostolos Meliones, Dimitrios Giannakis:
Visual programming of an interactive smart home application using LabVIEW. INDIN 2013: 655-660 - 2012
- [c2]Dimitrios Giannakis, Wen-wen Tung, Andrew J. Majda:
Hierarchical structure of the Madden-Julian oscillation in infrared brightness temperature revealed through nonlinear Laplacian spectral analysis. CIDU 2012: 55-62 - [i1]Dimitrios Giannakis, Andrew J. Majda:
Nonlinear Laplacian spectral analysis: Capturing intermittent and low-frequency spatiotemporal patterns in high-dimensional data. CoRR abs/1202.6103 (2012) - 2011
- [c1]Dimitrios Giannakis, Andrew J. Majda:
Time Series Reconstruction via Machine Learning: Revealing Decadal Variability and Intermittency in the North Pacific Sector of a Coupled Climate Model. CIDU 2011: 107-117
2000 – 2009
- 2009
- [j1]Dimitrios Giannakis, Paul F. Fischer, Robert Rosner:
A spectral Galerkin method for the coupled Orr-Sommerfeld and induction equations for free-surface MHD. J. Comput. Phys. 228(4): 1188-1233 (2009)
Coauthor Index
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