House Robber Ii

To solve this coding challenge, you actually need to figure out a way to maximize the amount of money you can rob without alerting the police. The crux of the problem is that the houses are arranged in a circle, and you cannot rob two adjacent houses, which complicates things since the first and last houses are also adjacent.

Explanation

The problem can be divided into two sub-problems to handle the circular nature of the houses:
  1. Consider robbing from the first house to the second-to-last house.
  2. Consider robbing from the second house to the last house.
  3. By solving these two sub-problems separately, you can take the maximum of the two as your final answer because these two sub-problems ensure that the first and last houses are never robbed together. Detailed steps are as follows:
  4. Check if the length of
    nums
    is 1
    :
    • If there is only one house, the maximum amount of money that can be robbed is simply the value in that house.
  5. Define a helper function
    rob_range
    :
    • The helper function
      rob_range
      calculates the maximum amount of money that can be robbed within a specific range of houses (from index
      start
      to index
      end-1
      ).
    • Use dynamic programming principles where you maintain two variables: one for the current maximum amount if you skip the current house (
      rob_next
      ), and another for the current value if you decide to rob the current house (
      rob_curr
      ).
  6. Compute the maximum money for two scenarios :
    • First scenario: Rob houses from the first to the second-to-last (index 0 to
      len(nums)-2
      ).
    • Second scenario: Rob houses from the second to the last (index 1 to
      len(nums)-1
      ).
  7. Return the maximum of these two values .
  8. Here's the pseudocode for this approach with detailed comments:
                                                
    # Function to calculate maximum amount of money that can be robbed 
    # in a straight line given a range of houses
    def rob_range(nums, start, end):
    rob_next = 0  # Initialize maximum money if next house is skipped
    rob_curr = 0  # Initialize maximum money if current house is robbed
    
    # Iterate through the houses from start to end-1
    for i in range(start, end):
    # Temporarily store the current rob_next value
    temp = rob_next
    
    # Update rob_next to be the maximum of rob_next and rob_curr
    # rob_next now holds the maximum value if the current house is skipped
    rob_next = max(rob_next, rob_curr)
    
    # Update rob_curr to add the current house's value to temp
    # rob_curr now holds the maximum value if this house is robbed
    rob_curr = temp + nums[i]
    
    # Return the maximum value between rob_next and rob_curr
    return max(rob_next, rob_curr)
    
    # Main function to calculate the maximum amount of money that can be robbed
    def rob(nums):
    # If there's only one house, just return the value of that house
    if length(nums) == 1:
    return nums[0]
    
    # Calculate max money robbing from first house to second-to-last house
    max_money_case_1 = rob_range(nums, 0, length(nums) - 1)
    
    # Calculate max money robbing from second house to last house
    max_money_case_2 = rob_range(nums, 1, length(nums))
    
    # Return the maximum money between the two cases
    return max(max_money_case_1, max_money_case_2)
    
                                            

    Step-by-Step Explanation

  9. Check Edge Case :
    • If there is only one house, directly return its value since that's the only option.
  10. Helper Function
    rob_range
    :
    • Initialize two variables
      rob_next
      and
      rob_curr
      to keep track of the maximum money robbed by choosing to skip or rob the current house, respectively.
    • Loop from the
      start
      index to one less than the
      end
      index.
    • In each iteration, update
      rob_next
      to be the maximum value between
      rob_next
      and
      rob_curr
      .
    • Update
      rob_curr
      by adding the value of the current house to the previously stored
      rob_next
      (before it gets updated).
    • Return the maximum value between
      rob_next
      and
      rob_curr
      .
  11. Consider Two Scenarios :
    • Call the
      rob_range
      function for the range from the first house to the second-to-last house.
    • Call the
      rob_range
      function for the range from the second house to the last house.
  12. Return Result :
    • Return the maximum money robbed between the two scenarios. This will ensure that the solution includes all possible non-adjacent houses and accounts for the circular nature of the problem.
By following these steps and logic, you can solve the House Robber II problem efficiently.