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CNVM stochastic approximation is slow #25

@lueckem

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@lueckem

Currently sample_stochastic_approximation uses an inefficient version of Gillespie which requires the calculation of a O(M²) sum in each iteration and the sampling is also not efficient. (O(1) should be possible, but currently is O(log(M)).)

As a result, it is actually faster to use the full CNVM model with complete network, which is equivalent.

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