GATE Artificial Intelligence formula sheet
46 formulas in 3 topics, each with when to use it. Each is explained in the topic notes.
Print the whole sheetNODES 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.
Reasoning under uncertainty: conditional independence, variable elimination and sampling
All 16 formulasPRODUCT 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.