Computational Cost in Artificial Intelligence Exercises

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13 Questions

What is the main purpose of using informed search in artificial intelligence?

To prevent the search algorithm from getting lost

Which search strategy aims to prevent the search algorithm from exhaustively searching every possible node?

Informed Search

How does informed search typically impact the computational cost compared to uninformed search algorithms?

Increases it significantly

What is the main evaluation dimension used to compare search strategies according to the text?

Time complexity

Which search strategy is defined by the order of node expansion?

Depth-First Search

In the context of search algorithms, what does space complexity refer to?

Maximum number of nodes in memory

Which search strategy aims to always find the best (least-cost) solution?

Best-First Search

What is the main advantage of Depth-First Search?

Requires very little memory

In Depth-First Search, what is a major limitation related to the structure of the search tree?

It can get stuck in wrong branches

What is the time complexity of Depth-First Search in terms of the maximum branching factor (b) and maximum depth (m) of the state space?

$O(bm)$

What is a common drawback of Limited Depth Search?

Can only solve small problems

Which search algorithm has a space complexity that is exponential in the maximum depth of the state space?

Depth-First Search

What is a key characteristic of Iterative Deepening Search that distinguishes it from other search strategies?

Combines depth-first and breadth-first approaches

Practice formulating and solving search problems in Artificial Intelligence with 20 exercises covering Missionaries and Cannibals, Bucket Filling, Towers of Hanoi, Cryptograms, 8-Queens, N-Queens, 8-Puzzle, and N-Puzzle. The exercises aim to enhance understanding of search strategies and computational cost.

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