[computer-go] Greedy search vs UCT
David Fotland
fotland at smart-games.com
Thu Apr 24 08:38:25 PDT 2008
What level for gnugo 3.7.10?
> -----Original Message-----
> From: computer-go-bounces at computer-go.org [mailto:computer-go-
> bounces at computer-go.org] On Behalf Of Magnus Persson
> Sent: Thursday, April 24, 2008 8:28 AM
> To: computer-go at computer-go.org
> Subject: [computer-go] Greedy search vs UCT
>
> I have checked if there is a difference for Valkyria in using
> confidence bounds or just greedily search the move with the highest
> winrate. This is Valkyria 3.2.0 using 512 simulations per move against
> GnuGo 3.7.10.
>
> UCT_K Winrate SERR
> 0 58.8 2.2 (greedy)
> 0.01 56.8 2.2
> 0.1 60.9 2.2
> 0.5 54.2 2.2
> 1 50.6 2.2
>
> As you can see up to uct_k = 0.1, the winrate aginst gnugo is more or
> less constant (500 games was played for each value of uct_k) and then
> it declines.
>
> So although 0.1 was best I cannot claim that it is better than a plain
> greedy search.
>
> I will repeat this using 4 times as many simulations per move. The
> search sensitivity to uct_k may depend on how deep the tree is
> searched.
>
> -Magnus
>
>
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