Given the same seed, is it possible to predict one output from the other, with different type and range?
e.g.
np.random.seed(100)
x = np.random.randint(0, 16, 2)
np.random.seed(100)
y = np.random.randint(0, 256)
In this example I have x
as a 2-element integer array with range 0-15 and y
as a integer scalar with range 0-255.
My question is in general, not limited to the example above, under which condition it is possible to predict y
given x
? Assume the observer knows x
, type and range of x
and y
, but not the seed itself.
Any discussion of sufficient or necessary conditions for predictability will be useful.
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