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Subject: Re: Evaluation at start versus eval at node. Why not mix them?

Author: James Robertson

Date: 10:35:50 06/12/99

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On June 11, 1999 at 18:58:09, Dan Homan wrote:

>On June 11, 1999 at 17:43:59, Jon Dart wrote:
>
>>On June 11, 1999 at 10:39:13, Dan Homan wrote:
>>
>>
>>>I've been thinking about this alot recently.  One thing that occurred
>>>to me is that this might be an effecient way to create a neural net based
>>>program.
>>>
>>>Say the neural net (nn) is responsible for filling a piece-square table...
>>>Then the nn could operate either once, at the root of the search, or
>>>only selected times during the search.  This would largely overcome
>>>the major drawback of nn evaluations which is that they are slow.
>>>
>>>Then we could have a TD based learning program that also learns
>>>evaluation features!
>>>
>>>I've thought alot about building my next chess program on this
>>>idea....  The one major drawback that I see is that there will be
>>>a relatively large number of parameters for learning to adjust.
>>>The other drawback is that I really know nothing useful about
>>>programming neural nets.  :)
>>>
>>> - Dan
>>
>>KnightCap (http://samba.anu.edu.au/KnightCap/) has learning of
>>its evaluation parameters (as well as book learning) .. it
>>appears to work very well. But I don't believe it does non-leaf
>>evals.
>
>I've read the knightcap papers.  I was thinking it might be interesting
>to go a step beyond learning values for pre-defined evaluations features
>and actually learn new features not previously defined.
>
>Neural Nets will allow this, but they are slow.... so I was thinking
>of using a neural net to fill piece-square tables at the start of the
>search or at well-defined points in the search.  Maybe this wouldn't
>work, but it is interesting to think about.
>
> - Dan
>>
>>--Jon

I am fascinated by program's learning, but I know nothing of neural nets or any
other learning feature. Where can I find more information? I am too lazy to
fine-tune my program's eval by hand. :)

James



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