Consider following sentences regarding A*, an informed search strategy in Artificial

Intelligence (AI).

(a) A* expands all nodes with f(n) < C*.

(b) A* expands no nodes with f(n) /C*.

(c) Pruning is integral to A*.

Here, C* is the cost of the optimal solution path.

Which of the following is correct with respect to the above statements ?

This question was previously asked in
UGC NET Computer Science (Paper 2) July 2018 Paper
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  1. Both statement (a) and statement (b) are true.
  2. Both statement (a) and statement (c) are true.
  3. Both statement (b) and statement (c) are true.
  4. All the statements (a), (b) and (c) are true.

Answer (Detailed Solution Below)

Option 1 : Both statement (a) and statement (b) are true.
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Detailed Solution

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A* search algorithm finds the shortest path from a node to the goal node. It combines the value of heuristic function h(n) and cost to reach the goal node.

Evaluation is done as : f(n) = g(n) + h(n)

It first goes to the node having the minimum f(n) value. It can be seen as optimal search algorithm.

Some properties of A* search algorithm are mentioned here:

1) A* generates an optimal solution if h(n) is admissible heuristic and search space is a tree. A function is admissible if it never overestimates the cost to reach the goal node.

2) A* generates an optimal solution if h(n) is a consistent heuristic and search space is a graph. H(n) is consistent if for every node n and for every successor node n’ :

h(n) <= c(n, n’) + h(n’)

3) A* expands no nodes with f(n) /C*. Pruning is selectively removing the branches of a tree that are unwanted.
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