This paper studies the effect on the interaction structure arising from merging labels in certain classes of random field models.

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North-Holland
Statistics and Probability Letters
Stochastics

van Lieshout, M.-C., & Stoica, R. S. (2010). A Note on Pooling of Labels in Random Fields. Statistics and Probability Letters, 80(17-18), 1431–1436.