They stack, but the timers are not actually separate as was stated. The total amount of damage will always be what you will expect, but the duration of two DoTs or HoTs of the same kind with combine with a weighted average.
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Computing the probability that at least one of the following events will occur:
P(a or b ... or z) = 1 - P(!a and !b ... and !z)
Probability
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