Dimitrios Giannakis

According to our database, Dimitrios Giannakis authored at least 19 papers between 2009 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Quantum Mechanics for Closure of Dynamical Systems.

David C. Freeman, Dimitrios Giannakis, Joanna Slawinska

Multiscale Model. Simul., March, 2024

2023

Learning to Forecast Dynamical Systems from Streaming Data.

Dimitrios Giannakis, Amelia Henriksen, Joel A. Tropp, Rachel A. Ward

SIAM J. Appl. Dyn. Syst., June, 2023

2021

Kernel Analog Forecasting: Multiscale Test Problems.

Dmitry Burov, Dimitrios Giannakis, Krithika Manohar, Andrew Stuart

Multiscale Model. Simul., 2021

Graph-theoretic algorithms for Kolmogorov operators: Approximating solutions and their gradients in elliptic and parabolic problems on manifolds.

Andrew D. Davis, Dimitrios Giannakis

CoRR, 2021

2020

Correction to: Spatiotemporal Pattern Extraction by Spectral Analysis of Vector-Valued Observables.

Dimitrios Giannakis, Abbas Ourmazd, Joanna Slawinska, Zhizhen Zhao

J. Nonlinear Sci., 2020

An information-geometric approach to feature extraction and moment reconstruction in dynamical systems.

Suddhasattwa Das, Dimitrios Giannakis, Eniko Szekely

CoRR, 2020

Data-driven Koopman operator approach for computational neuroscience.

Natasza Marrouch, Joanna Slawinska, Dimitrios Giannakis, Heather L. Read

Ann. Math. Artif. Intell., 2020

2019

Spatiotemporal Pattern Extraction by Spectral Analysis of Vector-Valued Observables.

Dimitrios Giannakis, Abbas Ourmazd, Joanna Slawinska, Zhizhen Zhao

J. Nonlinear Sci., 2019

2018

A New Approach to Signal Processing of Spatiotemporal Data.

Joanna Slawinska, Abbas Ourmazd, Dimitrios Giannakis

Proceedings of the 2018 IEEE Statistical Signal Processing Workshop, 2018

Data-driven spectral decomposition of ECoG signal from an auditory oddball experiment in a marmoset monkey: Implications for EEG data in humans.

Natasza Marrouch, Heather L. Read, Joanna Slawinska, Dimitrios Giannakis

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

2016

Nonlinear Laplacian spectral analysis of Rayleigh-Bénard convection.

Noah D. Brenowitz, Dimitrios Giannakis, Andrew J. Majda

J. Comput. Phys., 2016

2015

Dynamics-Adapted Cone Kernels.

Dimitrios Giannakis

SIAM J. Appl. Dyn. Syst., 2015

Spatiotemporal Feature Extraction with Data-Driven Koopman Operators.

Dimitrios Giannakis, Joanna Slawinska, Zhizhen Zhao

Proceedings of the 1st Workshop on Feature Extraction: Modern Questions and Challenges, 2015

2014

An MCMC Algorithm for Parameter Estimation in Signals with Hidden Intermittent Instability.

Nan Chen, Dimitrios Giannakis, Radu Herbei, Andrew J. Majda

SIAM/ASA J. Uncertain. Quantification, 2014

2013

Nonlinear Laplacian spectral analysis: capturing intermittent and low-frequency spatiotemporal patterns in high-dimensional data.

Dimitrios Giannakis, Andrew J. Majda

Stat. Anal. Data Min., 2013

Visual programming of an interactive smart home application using LabVIEW.

Apostolos Meliones, Dimitrios Giannakis

Proceedings of the 11th IEEE International Conference on Industrial Informatics, 2013

2012

Hierarchical structure of the Madden-Julian oscillation in infrared brightness temperature revealed through nonlinear Laplacian spectral analysis.

Dimitrios Giannakis, Wen-wen Tung, Andrew J. Majda

Proceedings of the 2012 Conference on Intelligent Data Understanding, 2012

2011

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

Proceedings of the 2011 Conference on Intelligent Data Understanding, 2011

2009

A spectral Galerkin method for the coupled Orr-Sommerfeld and induction equations for free-surface MHD.

Dimitrios Giannakis, Paul F. Fischer, Robert Rosner

J. Comput. Phys., 2009