Giannakis, Dimitrios
- Data-driven spectral decomposition and forecasting of ergodic dynamical\n systems
2015/07/08 by Dimitrios Giannakis, Giannakis, Dimitrios · 4 citations
Computer Science · Environmental Science · Physics and Astronomy · #Data Analysis #Dynamical Systems (math.DS) #FOS: Mathematics #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #Hydrology and Drought Analysis #Model Reduction and Neural Networks #Statistics and Probability (physics.data-an)
- Embedding classical dynamics in a quantum computer
2020/12/11 by Giannakis, Dimitrios, Ourmazd, Abbas, Pfeffer, Philipp +2 · 4 citations
#Dynamical Systems (math.DS) #FOS: Mathematics #FOS: Physical sciences #Quantum Physics (quant-ph)
- Spatiotemporal pattern extraction by spectral analysis of vector-valued observables
2017/11/08 by Giannakis, Dimitrios, Ourmazd, Abbas, Slawinska, Joanna +1 · 2 citations
#Data Analysis #Dynamical Systems (math.DS) #FOS: Mathematics #FOS: Physical sciences #Statistics and Probability (physics.data-an)
- Physics-informed spectral approximation of Koopman operators
2024/08/11 by Valva, Claire, Giannakis, Dimitrios · 3 citations
#Dynamical Systems (math.DS) #FOS: Mathematics
- Extended-range statistical ENSO prediction through operator-theoretic techniques for nonlinear dynamics
2019/06/22 by Wang, Xinyang, Slawinska, Joanna, Giannakis, Dimitrios · 1 citation
#Atmospheric and Oceanic Physics (physics.ao-ph) #Data Analysis #FOS: Physical sciences #Statistics and Probability (physics.data-an)
- Delay-coordinate maps, coherence, and approximate spectra of evolution\n operators
2020/07/04 by Dimitrios Giannakis, Giannakis, Dimitrios · 1 citation
Decision Sciences · Engineering · Physics and Astronomy · #Chaotic Dynamics (nlin.CD) #Control Systems and Identification #Data Analysis #Dynamical Systems (math.DS) #FOS: Mathematics #FOS: Physical sciences #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design #Statistics and Probability (physics.data-an)
- An algebra structure for reproducing kernel Hilbert spaces
2024/01/02 by Dimitrios Giannakis, Giannakis, Dimitrios, Michael Montgomery +1 · 1 citation
Computer Science · Mathematics · #Commutative Algebra and Its Applications #Digital Filter Design and Implementation #FOS: Mathematics #Functional Analysis (math.FA) #Mathematical Analysis and Transform Methods
- Quantum Mechanics for Closure of Dynamical Systems
2022/08/05 by David E. Freeman, Dimitrios Giannakis, Freeman, David +3 · 1 citation
Computer Science · Physics and Astronomy · #Chaotic Dynamics (nlin.CD) #Computational Physics and Python Applications #Data Analysis #Dynamical Systems (math.DS) #FOS: Mathematics #FOS: Physical sciences #Model Reduction and Neural Networks #Neural Networks and Applications #Quantum Physics (quant-ph) #Statistics Theory (math.ST) #Statistics and Probability (physics.data-an)
- Second quantization for classical nonlinear dynamics
2025/01/13 by Giannakis, Dimitrios, Jebelli, Mohammad Javad Latifi, Montgomerry, Michael +3 · 1 citation
#Dynamical Systems (math.DS) #FOS: Mathematics #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Quantum Physics (quant-ph)