generate_cf_asymp_optimized

oasis_stat.generate_cf_asymp_optimized(X)

Generates the optimal column and row embeddings for the asymptotic p-value.

Parameters:

X (numpy.ndarray) – The input count matrix, IxJ.

Returns:

A tuple containing the column embedding vector (c) and the row embedding vector (f).

• c (numpy.ndarray): The length J column embedding vector.

• f (numpy.ndarray): The length I row embedding vector.

Return type:

tuple

Description

Generates optimized column and row embeddings for the asymptotic p-value on the input data. Tries multiple random initializations and returns the embeddings that maximize the asymp sample p-value on the given X.