[Haskell-cafe] Testing for statistical properties
leepike at gmail.com
Fri Jan 8 00:36:43 EST 2010
> Hey everyone! I have some computations that satisfy statistical
> properties which I would like to test --- that is, the result of the
> computation is non-deterministic, but I want to check that it is
> sampling the distribution that it should be sampling. Is anyone
> aware of a Haskell library out there that does anything like this?
I don't know of a library, but here are a couple of ideas/pointers:
I wanted to do something vaguely similar in the realm of real-time
hardware testing. I used QuickCheck (QC) <http://hackage.haskell.org/package/QuickCheck
> to do some stochastic testing (in my case, generate test cases from
the reals satisfying somewhat complex constraints), and I have a small
patch to the QC library to make this possible. I have a short '09
Haskell Symposium paper about it (probably Sec. 5 is the most
interesting). The paper and patch are here: <http://www.cs.indiana.edu/~lepike/pub_pages/qc-biphase.html
One caveat though is that I didn't check that the tests generated by
QC satisfied any particular distribution---I was assuming it is
roughly uniformly distributed. Also, I didn't investigate how to
generate other distributions, but I don't think that'd be too hard.
FYI, Bryan O'Sullivan has a statistics library <http://hackage.haskell.org/package/statistics
>, which I plan to use myself soon!
I'm personally interested in how things turn out for you---please keep
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