Have you checked out what Remi Coulom did?
http://remi.coulom.free.fr/Amsterdam2007/

It doesn't claim to be the best in the opening, but does claim to do a
decent job in the opening (and a better job in the middle of the game)

On 10/15/07, Erik S. Steinmetz <[EMAIL PROTECTED]> wrote:
>
> Greetings all,
>
> I have been looking through the literature (many thanks to Markus's
> wonderful online bibliography) on existing strategies in the opening
> game, and have not found too many articles on the specifics outside
> of a few papers on neural net learning applied to the opening. There
> are some vague references to 'pattern matching' to generate moves,
> but no information about how those patterns and moves were created.
>
> I am wondering if anyone knows of any attempts made to run pattern
> recognition (for example, clustering) algorithms over a library of
> games in order to learn reasonable opening moves. If so, and there
> are any papers about the success (or failures) of such an effort, I
> would really appreciate a pointer!
>
> Many thanks in advance for any info,
>
> All the best,
>
> Erik Steinmetz
> [EMAIL PROTECTED]
> [EMAIL PROTECTED]
>
>
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