N Queens Problem in DSA C - Time & Space Complexity

Time Complexity: N Queens Problem

O(N!)

Understanding Time Complexity

We want to understand how the time needed to solve the N Queens problem grows as the board size increases.

Specifically, how does the number of steps change when we try to place queens on larger boards?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

bool isSafe(int board[][N], int row, int col) {
    for (int i = 0; i < col; i++)
        if (board[row][i])
            return false;
    for (int i = row, j = col; i >= 0 && j >= 0; i--, j--)
        if (board[i][j])
            return false;
    for (int i = row, j = col; i < N && j >= 0; i++, j--)
        if (board[i][j])
            return false;
    return true;
}

bool solveNQUtil(int board[][N], int col) {
    if (col >= N) return true;
    for (int i = 0; i < N; i++) {
        if (isSafe(board, i, col)) {
            board[i][col] = 1;
            if (solveNQUtil(board, col + 1))
                return true;
            board[i][col] = 0;
        }
    }
    return false;
}

This code tries to place queens column by column, checking if each position is safe before placing a queen.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

• Primary operation: Recursive backtracking tries placing queens in each row of a column.
• How many times: For each column, it tries up to N rows, and for each try, it checks safety by scanning rows and diagonals.

How Execution Grows With Input

As the board size N grows, the number of ways to place queens grows very fast because each queen placement depends on previous ones.

Input Size (n)	Approx. Operations
4	Hundreds of checks
8	Thousands to tens of thousands of checks
12	Millions of checks

Pattern observation: The operations grow very quickly, much faster than just doubling or squaring; it grows exponentially.

Final Time Complexity

Time Complexity: O(N!)

This means the time needed grows roughly like the factorial of N, which is very fast growth making large boards hard to solve quickly.

Common Mistake

[X] Wrong: "The time complexity is just O(N^2) because we check rows and diagonals for each queen."

[OK] Correct: The main cost is the huge number of recursive calls trying different queen placements, not just the safety checks. The total tries grow factorially, not quadratically.

Interview Connect

Understanding this problem's time complexity helps you explain why some problems are hard to solve quickly and shows your grasp of recursion and backtracking growth.

Self-Check

"What if we used extra memory to remember safe positions instead of checking each time? How would the time complexity change?"

Practice

1. What is the main goal of the N Queens Problem?

easy

A. Place N queens on an NxN chessboard so that all queens attack each other

B. Find the shortest path for a queen to move across the board

C. Count the total number of queens on the board

D. Place N queens on an NxN chessboard so that no two queens attack each other

Solution

1. Step 1: Understand the problem statement

   The N Queens Problem requires placing N queens on an NxN chessboard so that no two queens threaten each other.

2. Step 2: Identify the correct goal

   This means no two queens share the same row, column, or diagonal.

3. Final Answer:

   Place N queens on an NxN chessboard so that no two queens attack each other -> Option D

4. Quick Check:

   Goal = Place queens safely [OK]

Hint: Remember: Queens must not attack each other [OK]

Common Mistakes:

• Thinking queens can attack each other
• Confusing the problem with counting queens
• Ignoring diagonal attacks

2. Which of the following is the correct way to declare a 2D array for the chessboard in C for the N Queens Problem with size N?

easy

A. int board[];

B. int board[N][N];

C. int board[N];

D. int board(N,N);

Solution

1. Step 1: Recall C syntax for 2D arrays

   In C, a 2D array is declared as type name[size1][size2]; where both sizes are specified.

2. Step 2: Match the correct declaration

   int board[N][N]; uses int board[N][N]; which correctly declares a 2D array for the chessboard.

3. Final Answer:

   int board[N][N]; -> Option B

4. Quick Check:

   2D array syntax = int board[N][N]; [OK]

Hint: Use int board[N][N] for 2D arrays in C [OK]

Common Mistakes:

• Using 1D array for 2D board
• Incorrect syntax like int board(N,N);
• Not specifying both dimensions

3. What will be the output of the following code snippet for N=4 when printing the board after placing queens at positions (0,1), (1,3), (2,0), (3,2)?

int board[4][4] = {0};
board[0][1] = 1;
board[1][3] = 1;
board[2][0] = 1;
board[3][2] = 1;
for(int i=0; i<4; i++) {
  for(int j=0; j<4; j++) {
    printf("%d ", board[i][j]);
  }
  printf("\n");
}

medium

A. 0 0 1 0
1 0 0 0
0 1 0 0
0 0 0 1

B. 1 0 0 0
0 1 0 0
0 0 1 0
0 0 0 1

C. 0 1 0 0
0 0 0 1
1 0 0 0
0 0 1 0

D. 0 0 0 1
0 0 1 0
1 0 0 0
0 1 0 0

Solution

1. Step 1: Place queens on the board as per given positions

   Set board[0][1], board[1][3], board[2][0], board[3][2] to 1; others remain 0.

2. Step 2: Print the board row-wise

   Row 0: 0 1 0 0 Row 1: 0 0 0 1 Row 2: 1 0 0 0 Row 3: 0 0 1 0

3. Final Answer:

   0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 0 -> Option C

4. Quick Check:

   Positions match output [OK]

Hint: Map queen positions to 1s in 2D array [OK]

Common Mistakes:

• Mixing row and column indices
• Printing without spaces or newlines
• Incorrect initialization of board

4. Identify the error in this C function snippet for checking if a queen can be placed at board[row][col]:

int isSafe(int board[][N], int row, int col) {
  for(int i=0; i=0 && j>=0; i--, j--) {
    if(board[i][j] == 1) return 0;
  }
  for(int i=row, j=col; i>=0 && j

medium

A. The function assumes N is a global constant but it may not be

B. The function incorrectly checks columns beyond the current row

C. The function misses checking the lower diagonals

D. The function does not check the current row for queens

Solution

1. Step 1: Analyze the use of N in function parameter

   The function uses int board[][N] but N is not passed as a parameter or defined locally.

2. Step 2: Understand C array parameter rules

   In C, array sizes must be known or passed explicitly; assuming N as global can cause errors if not defined.

3. Final Answer:

   The function assumes N is a global constant but it may not be -> Option A

4. Quick Check:

   Array size N must be known [OK]

Hint: Always pass array size explicitly or define globally [OK]

Common Mistakes:

• Ignoring array size requirements in C
• Assuming N is always global
• Missing checks for diagonals

5. Given the backtracking approach to solve the N Queens Problem, which of the following best describes the role of recursion in the solution?

hard

A. Recursion tries to place queens row by row and backtracks when no safe position is found

B. Recursion counts the total number of queens placed on the board

C. Recursion moves queens randomly until all are placed

D. Recursion only checks if the board is full without placing queens

Solution

1. Step 1: Understand backtracking in N Queens

   Backtracking uses recursion to place queens one row at a time, checking safety.

2. Step 2: Identify recursion behavior

   If no safe position is found in a row, recursion backtracks to previous row to try other positions.

3. Final Answer:

   Recursion tries to place queens row by row and backtracks when no safe position is found -> Option A

4. Quick Check:

   Backtracking = recursive trial and error [OK]

Hint: Think recursion as trial and error with backtracking [OK]

Common Mistakes:

• Thinking recursion places queens randomly
• Confusing recursion with counting
• Ignoring backtracking step