In what manner is a state-space tree for a backtracking algorithm constructed ? 

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NIELIT Scientific Assistant CS 5 Dec 2021 Official Paper
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  1. Breadth-first search
  2. Twice around the tree
  3. Depth-first search
  4. Nearest neighbour first

Answer (Detailed Solution Below)

Option 3 : Depth-first search
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The correct answer is Depth-first search.

key-point-image Key Points

  • A state-space tree for a backtracking algorithm is constructed using Depth-first search.
    • In backtracking, we start from the root of the state-space tree and explore each branch before backtracking.
    • The algorithm explores as far down a branch as possible before backtracking to the previous state to explore other branches.
    • This approach ensures that all possible solutions are considered and is particularly useful in constraint satisfaction problems.
    • Examples of problems that use backtracking include solving puzzles like Sudoku, the N-Queens problem, and generating permutations.

additional-information-image Additional Information

  • Depth-first search can be implemented using recursion or an explicit stack data structure.
  • It has lower memory requirements than breadth-first search as it stores fewer states at any given time.
  • However, depth-first search might get stuck in deep or infinite branches, which can be mitigated using iterative deepening.
  • In backtracking, solutions can be found faster in many cases since it prunes branches that are not feasible early on.
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