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Discovering useful patterns in medical time series data such as EEG and EMG recordings is an important step for gaining useful insights into the data and medical problem under investigation, and for building accurate classifiers. However, pattern mining algorithms often require a binning step, which maps the time series data into a representation in terms of discretized values, in order to discover...