Dimitrios Giannakis

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 13

Top Topics

Pattern Extraction

Spectral Analysis

Dynamical Systems

Top Venues

SIAM J. Appl. Dyn. Syst.

J. Nonlinear Sci.

Multiscale Model. Simul.

Publications

David C. Freeman, Dimitrios Giannakis, Joanna Slawinska
Quantum Mechanics for Closure of Dynamical Systems. Multiscale Model. Simul. 22 (1) (2024)
Dimitrios Giannakis, Amelia Henriksen, Joel A. Tropp, Rachel Ward
Learning to Forecast Dynamical Systems from Streaming Data. SIAM J. Appl. Dyn. Syst. 22 (2) (2023)
Dmitry Burov, Dimitrios Giannakis, Krithika Manohar, Andrew Stuart
Kernel Analog Forecasting: Multiscale Test Problems. Multiscale Model. Simul. 19 (2) (2021)
Andrew D. Davis, Dimitrios Giannakis
Graph-theoretic algorithms for Kolmogorov operators: Approximating solutions and their gradients in elliptic and parabolic problems on manifolds. CoRR (2021)
Natasza Marrouch, Joanna Slawinska, Dimitrios Giannakis, Heather L. Read
Data-driven Koopman operator approach for computational neuroscience. Ann. Math. Artif. Intell. 88 (11) (2020)
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) (2020)
Suddhasattwa Das, Dimitrios Giannakis, Eniko Szekely
An information-geometric approach to feature extraction and moment reconstruction in dynamical systems. CoRR (2020)
Dimitrios Giannakis, Abbas Ourmazd, Joanna Slawinska, Zhizhen Zhao
Spatiotemporal Pattern Extraction by Spectral Analysis of Vector-Valued Observables. J. Nonlinear Sci. 29 (5) (2019)
Joanna Slawinska, Abbas Ourmazd, Dimitrios Giannakis
A New Approach to Signal Processing of Spatiotemporal Data. SSP (2018)
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)
Noah D. Brenowitz, Dimitrios Giannakis, Andrew J. Majda
Nonlinear Laplacian spectral analysis of Rayleigh-Bénard convection. J. Comput. Phys. 315 (2016)
Dimitrios Giannakis
Dynamics-Adapted Cone Kernels. SIAM J. Appl. Dyn. Syst. 14 (2) (2015)
Dimitrios Giannakis, Joanna Slawinska, Zhizhen Zhao
Spatiotemporal Feature Extraction with Data-Driven Koopman Operators. FE@NIPS (2015)
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) (2014)
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) (2013)
Apostolos Meliones, Dimitrios Giannakis
Visual programming of an interactive smart home application using LabVIEW. INDIN (2013)
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)
Dimitrios Giannakis, Andrew J. Majda
Nonlinear Laplacian spectral analysis: Capturing intermittent and low-frequency spatiotemporal patterns in high-dimensional data. CoRR (2012)
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)
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) (2009)