Don,

This has taken me some time to formulate an answer. Mainly because you are making so many assumption about what I understand or imagine and what not. It makes for a confused discussion and I didn't feel like getting into arguments like "no, that's not what I meant etc."

Let me therefore change the discussion a bit to see if this will make things more clear. Consider a chess-playing program with an unorthodox search method. When playing a human after while it announces check-mate in thirty-four moves. Yet the human can clearly see it's check-mate in four. Ah, one could say, but the computer is 100% confident winning either way so it doesn't care which one it chooses. It doesn't matter whether a human thinks mate in four is more beautiful.

Now it so happens that with chess we're pretty confident that when a chess-program announces check-mate that it is in fact correct. But what if there could be a sliver of doubt? Maybe the program has no doubt, but the programmer might. Bugs happen. Wouldn't you say it's better to choose the shorter mate sequence? Regardless of whether humans may find it more beautiful?

It's with this example in mind when I say winning with more points is better. A MC Go program may show 100% confidence in winning, but all that means is that all playouts ended up with a win. But we know that it could still be wrong, and with a much higher likelyhood than the chess program described above.

Maybe you're right and a bigger win should only be favoured if the MC playouts show the same probability of winning. It seems to me the most conservative approach that should be followed at least. Somehow I feel there's a bit more to be gained though by giving the size of the win slightly more weight than that. But I'm also willing to accept that that may just be an illusion.

Mark

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