A test of statistical significance of dot constellations as detected by window search in large dot matrices is described. The procedure takes the correlation between overlapping windows on the diagonals of dot matrices into account. It is based on a confidence limit of the exact distribution of dot scores.
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Reich et al. (1987) studied this question.