[Computer-go] another UCT bot
sheppardco at aol.com
Thu Oct 27 05:55:56 PDT 2011
> there's no obvious way to add knowledge if you don't like the current
You have missed a key point. UCT is an ideal framework for integrating many
potentially incomplete, contradictory, or even potentially wrong, knowledge
sources. There are a zillion ways to add knowledge, and UCT guarantees that
you won't pay an asymptotic price.
Prior to MCTS, GO programmers would build rules and patterns, which would
make their Go programs better but brittle. Inside an MCTS framework,
however, creating new patterns is almost risk-free. If the pattern works,
then it helps the program, and if it doesn't work then UCT quickly ignores
it in *that* position.
Build a rule base that biases move selection in the tree portion of the
playout. Encode all of your human understanding there. Represent the
strength of the rules as your initial W/L counters.
More information about the Computer-go