Download Invincible - Knowledge Based Systems Group
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Captain Miner Total 0.6 0.1 1.0 0.2 0.4 1.4 0.2 0.5 1.0 1.0 1.0 This naturally invalidates the probabilities of piece 2 and those of the marshal on the board so the matrix effects of this change must be distributed over the whole matrix. First, the probabilities of piece 2 are normalized. Each element in the column belonging to piece 2 is divided by the total volume of that column (1.4) Marshal Captain Miner Total Piece 1 0.3 0.6 0.1 1.0 Piece 2 0.57 0.14 0.29 1.0 Piece 3 0.3 0.2 0.5 1.0 Total 1.17 0.94 0.89 This looks even worse, now all the horizontal totals are wrong. All totals have an error less than 40% though, which was the worst error in the previous table. The next step is to normalize the rows. Each element is divided by the total of the row it is in. Marshal Captain Miner Total Piece 1 0.26 0.64 0.11 1.01 Piece 2 0.48 0.15 0.33 0.96 Piece 3 0.26 0.21 0.56 1.03 Total 1.0 1.0 1.0 The totals of the columns are now not equal to 1, but again the errors are smaller than after the previous step. One more normalization over the rows results in Marshal Captain Miner Total Piece 1 0.26 0.63 0.11 1.0 Piece 2 0.5 0.16 0.34 1.0 Piece 3 0.25 0.20 0.55 1.0 Total 1.01 0.99 1.0 Now all errors are less than 1% which is a nice target accuracy for a manual calculation. Comparing this table with the starting situation: old Piece 1 Piece 2 Piece 3 Total Marshal 0.3 0.4 0.3 1.0 Captain 0.6 0.2 0.2 1.0 Miner 0.1 0.4 0.5 1.0 Total 1.0 1.0 1.0 new Marshal Piece 1 0.26 Piece 2 0.5 Piece 3 0.25 Total 1.01 72