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:- Consider robbing from the first house to the second-to-last house.
- Consider robbing from the second house to the last house. 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:
-
Check if the length of
nums
- If there is only one house, the maximum amount of money that can be robbed is simply the value in that house.
-
Define a helper function
rob_range
-
The helper function
rob_range
start
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
rob_curr
- 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
- Return the maximum of these two values . Here's the pseudocode for this approach with detailed comments:
- Check Edge Case :
- If there is only one house, directly return its value since that's the only option.
-
Helper Function
rob_range
-
Initialize two variables
rob_next
rob_curr
-
Loop from the
start
end
-
In each iteration, update
rob_next
rob_next
rob_curr
-
Update
rob_curr
rob_next
-
Return the maximum value between
rob_next
rob_curr
- Consider Two Scenarios :
-
Call the
rob_range
-
Call the
rob_range
- 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.
# 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)