Experiments with Multi{ProbCut and a New High{Quality Evaluation Function for Othello

نویسنده

  • Michael Buro
چکیده

This paper presents ideas concerning game{tree evaluation that recently improved the author's strong Othello program LOGISTELLO considerably. Two main parts of this program have been reened. In the rst part of this paper, a new evaluation function for Othello is described. While it is table{based like its predecessors , a novel procedure for estimating table entries now allows modeling pattern interactions which leads to a much higher evaluation quality. The second part introduces Multi{ProbCut, which generalizes the selective search procedure ProbCut. It allows forward cuts at various heights after shallow searches of increasing depths. Combined with the new evaluation function the resulting playing strength increase is equivalent to a speed-up factor of more than ten.

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تاریخ انتشار 1997