24 citations · 31 across the 3 of their papers we have counts for
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physics.ao-ph2019
Extended-range statistical ENSO prediction through operator-theoretic techniques for nonlinear dynamics
Xinyang Wang, Joanna Slawinska, Dimitrios Giannakis
Forecasting the El Nino-Southern Oscillation (ENSO) has been a subject of vigorous research due to the important role of the phenomenon in climate dynamics and its worldwide socioe…
math.ST2019
Operator-theoretic framework for forecasting nonlinear time series with kernel analog techniques
Romeo Alexander, Dimitrios Giannakis
Kernel analog forecasting (KAF), alternatively known as kernel principal component regression, is a kernel method used for nonparametric statistical forecasting of dynamically gene…
math-ph2019
Quantum mechanics and data assimilation
Dimitrios Giannakis
A framework for data assimilation combining aspects of operator-theoretic ergodic theory and quantum mechanics is developed. This framework adapts the Dirac--von Neumann formalism…