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GATE Artificial Intelligence formula sheet

46 formulas in 3 topics, each with when to use it. Each is explained in the topic notes.

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NODES GENERATED BY ITERATIVE DEEPENING (WORST CASE)

Uniform tree with branching factor , goal at depth , the last iteration generating every node to depth , root counted in every iteration. Nodes at depth are generated times.

BOUND ON THE ITERATIVE-DEEPENING OVERHEAD

From the sum above with : . For the factor is 4; for it is about 1.23.

IMPLICATION ELIMINATION

The usual first step (after rewriting ) when converting to CNF or DNF.

BICONDITIONAL

True exactly when p and q have the same truth value.

PRODUCT RULE

Each conditional is defined only when the event it conditions on has positive probability ( for ).

MARGINALISATION (SUM RULE)

Sum over every value of each variable being removed.