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  • Heather Finn thinks this is interesting:

Pruning involves checking pairs of nodes that have a common parent to see if merging them would increase the entropy by less than a specified threshold. If so, the leaves are merged into a single node with all the possible outcomes.

From

Cover of Programming Collective Intelligence

Note

how do you determine the threshold?