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The Apriori Stochastic Dependency Detection (ASDD) algorithm for learning Stochastic logic rules

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Figure

Fig. 1. Simple predator prey scenario. Predator and prey in a 4 by 4 grid. P indicates the predator and A the prey agent
Table 1. Rule set with body: action = MOVE_NORTH and percept contains EMPTY_NORTH
Table 3. Rule set formed from the combination of rule sets in Table 1 and Table 2.
Table 4. Rules generated by the ASDD algorithm for the predator prey scenario matching the and actioninitial percept WALL_NORTH, EMPTY_EAST, EMPTY_SOUTH, AGENT_WEST, EMPTY_UNDER  MOVE_NORTH, after removal of rules by precedence
+2

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