esem.abc_sampler.ABCSampler.get_implausibility

ABCSampler.get_implausibility(sample_points, batch_size=1)

Calculate the implausibility of the provided sample points, optionally in batches.

Note this calculates an array of shape (n_sample_points, n_obs) and so can easily exceed available memory if not used carefully.

Parameters

• sample_points (ndarray or DataFrame) – The sample points to calculate the implausibility for

• batch_size (int) – The size of the batches in which to calculate the implausibility (useful for large samples)

Returns

Cube – A cube of the impluasibility of each sample against each observation