You might want to start with these two articles.

@InProceedings{friyak96,
  author =       "Nir Friedman and Zohar Yakhini",
  title =        "On the Sample Complexity of Learning {B}ayesian Networks",
  booktitle =    "Proceedings of the 12th Conference of Uncertainty in
AI",
  year =         1996
}

@Article{dasgup97,
  author =       "Sanjoy Dasgupta",
  title =        "The Sample Complexity of Learning Fixed-Structure
                  {B}ayesian Networks",
  journal =      "Machine Learning",
  year =         1997,
  volume =       29,
  number =       2
}

-- ste

Jos Carlos wrote:
> 
> Please,
> 
>         I would like to know if could anyone
> indicate references about sample size in
> learning BNs structure to me.
> 
> Thanks!
> 
> Jos Carlos
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