Litcius/Paper detail

Learning dynamical systems from data: A simple cross-validation perspective, part I: Parametric kernel flows

Boumediene Hamzi, Houman Owhadi

2021Physica D Nonlinear Phenomena79 citationsDOIOpen Access PDF

Topics & Concepts

Kernel (algebra)Kernel smootherSimple (philosophy)Perspective (graphical)Kernel methodParametric statisticsDynamical systems theoryComputer scienceLyapunov exponentMathematicsApplied mathematicsAlgorithmArtificial intelligenceStatistical physicsSupport vector machineRadial basis function kernelPure mathematicsStatisticsPhysicsPhilosophyQuantum mechanicsChaoticEpistemologyModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignFluid Dynamics and Turbulent Flows