Probability of a Two Boxes Having The Same Number of Distinct Balls — LeetCode 1467 Python Solution
HardArrayMathDynamic ProgrammingBacktrackingCombinatoricsProbability and Statistics
- Problem
- #1467
- Pattern
- Backtracking
- Reading time
- 3 min
- Source
- leetcode.com
The problem
Given 2n balls of k distinct colors. You will be given an integer array balls of size k where balls[i] is the number of balls of color i.
Example
- Input
- balls = [1,1]
- Output
- 1.00000
- Explanation
- Only 2 ways to divide the balls equally:
Python solution
Python
class Solution:
def getProbability(self, balls: List[int]) -> float:
@cache
def dfs(i: int, j: int, diff: int) -> float:
if i >= k:
return 1 if j == 0 and diff == 0 else 0
if j < 0:
return 0
ans = 0
for x in range(balls[i] + 1):
y = 1 if x == balls[i] else (-1 if x == 0 else 0)
ans += dfs(i + 1, j - x, diff + y) * comb(balls[i], x)
return ans
n = sum(balls) >> 1
k = len(balls)
return dfs(0, n, 0) / comb(n << 1, n)Complexity
| Measure | Complexity |
|---|---|
| Time | O(n·m) (typical) |
| Space | O(n·m) or optimized auxiliary |
Pattern: Backtracking
Build candidates one choice at a time and abandon a branch the moment it cannot work. LeetCode 1467. Probability of a Two Boxes Having The Same Number of Distinct Balls is filed here because LeetCode tags it Backtracking, which is the vocabulary this hub collects.
The backtracking guide has the Python template for the pattern and the 105 LeetCode problems that use it.
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Frequently asked questions
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- LeetCode 1467. Probability of a Two Boxes Having The Same Number of Distinct Balls is tagged Array, Math, Dynamic Programming, Backtracking, Combinatorics and Probability and Statistics on LeetCode.