Allocate Mailboxes — LeetCode 1478 Python Solution
HardArrayMathDynamic ProgrammingSorting
- Problem
- #1478
- Pattern
- Sorting
- Reading time
- 3 min
- Source
- leetcode.com
The problem
Given the array houses where houses[i] is the location of the ith house along a street and an integer k, allocate k mailboxes in the street. Return the minimum total distance between each house and its nearest mailbox.
Example
- Input
- houses = [1,4,8,10,20], k = 3
- Output
- 5
- Explanation
- Allocate mailboxes in position 3, 9 and 20.
Python solution
Python
class Solution:
def minDistance(self, houses: List[int], k: int) -> int:
houses.sort()
n = len(houses)
g = [[0] * n for _ in range(n)]
for i in range(n - 2, -1, -1):
for j in range(i + 1, n):
g[i][j] = g[i + 1][j - 1] + houses[j] - houses[i]
f = [[inf] * (k + 1) for _ in range(n)]
for i in range(n):
f[i][1] = g[0][i]
for j in range(2, min(k + 1, i + 2)):
for p in range(i):
f[i][j] = min(f[i][j], f[p][j - 1] + g[p + 1][i])
return f[-1][k]Complexity
| Measure | Complexity |
|---|---|
| Time | O(n^2 \times k) |
| Space | O(n^2), where n is the number of houses auxiliary |
Pattern: Sorting
Spend O(n log n) once to buy an ordering that makes the rest of the problem trivial. LeetCode 1478. Allocate Mailboxes is filed here because LeetCode tags it Sorting, which is the vocabulary this hub collects.
The sorting guide has the Python template for the pattern and the 401 LeetCode problems that use it.
Related problems
Frequently asked questions
- How hard is LeetCode 1478. Allocate Mailboxes?
- LeetCode 1478. Allocate Mailboxes is rated Hard on LeetCode.
- What is the time complexity of LeetCode 1478. Allocate Mailboxes?
- The Python solution on this page runs in O(n^2 \times k).
- What is the space complexity of LeetCode 1478. Allocate Mailboxes?
- The Python solution on this page uses O(n^2), where n is the number of houses auxiliary space.
- What topics does LeetCode 1478. Allocate Mailboxes cover?
- LeetCode 1478. Allocate Mailboxes is tagged Array, Math, Dynamic Programming and Sorting on LeetCode.