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There has recently been a great deal of interest in the development of noise reduction techniques for noisy trajectories from nonlinear dynamical systems. Particular attention has been shown to their development for use in the analysis of chaotic time series. In this paper we consider the problem in an optimisation context. This allows us to categorise some of the commonly used techniques and to...
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