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Mutual Information Distance Matrix

Generate a Mutual Information Distance (MID) Matrix from simulation timeseries.

Initially this was created with KDE to compute join probability distribution. This turned out to be a terrible idea, as finite bandwidth will give non-zero off-diagonal terms, leading to non-zero self-MID. Decreasing bandwidth to smaller than one grid width will make this effectively a histogram-based method. Despite this, the was written with CUDA so it should be fairly fast in all conditions.

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Mutual Information Distance Matrix generated from simulation timeseries

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