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Jul 12, 2012 at 1:58 history edited Michael R. Chernick CC BY-SA 3.0
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Jul 12, 2012 at 1:57 comment added Michael R. Chernick Thnaks Neil for pointing that out. I guess not all exponential family distributions have closed form solutions.
Jul 12, 2012 at 1:28 comment added Neil G It's not always a "nice function", for example, the sufficient statistic of the beta distribution is $[\log x\; \log (1-x)]^{\rm T}$, from which numerical methods are required to find the shape parameters $a$ and $b$.
Jul 11, 2012 at 14:14 comment added Macro This question is incredibly broad but it appears the OP may be asking what characterizes a distribution that has a closed-form solution for the MLE rather than asking for an exhaustive list. In any case, an exhaustive list isn't even possible.
Jul 11, 2012 at 14:01 history answered Michael R. Chernick CC BY-SA 3.0