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Discretizing continuous- valued time series in an information-rich way

By leveraging the concepts used to define geometric partition entropy, we can not only save the drowning, but provide them with a sailboat in the form of a dynamical system language model for navigating their data with skill and power. Use the dynamics to inform your representation and use that representation to inform your analysis.