Find Values Whose Removal Minimizes Pairing Cost
SquarepointQuantitative Researcher · Technical ScreenLast updated
Determine all unique values from an odd-length array whose removal leaves an even-length array that can be partitioned into pairs with minimum total absolute difference.
Problem Statement
You are given an array arr containing an odd number of integers n = 2m + 1.
You must remove exactly one element from arr. The remaining 2m integers must then be partitioned into m disjoint pairs (u_1, v_1), (u_2, v_2), ..., (u_m, v_m) such that the sum of absolute differences across all pairs,
cost = sum(|u_i - v_i| for i in 1..m)
is minimized.
Find all unique values in arr whose removal achieves the minimum possible optimal pairing cost. Return these values in ascending order.
Function Signature
def min_pairing_cost_removals(arr: list[int]) -> list[int]:
pass
Input and Output Format
- Input: A list of integers
arrof odd lengthn(1 <= n <= 2 * 10^5). Each element satisfies1 <= arr[i] <= 10^9. - Output: A list of unique integers sorted in ascending order representing every value whose removal yields the global minimum pairing cost.
Examples
Example 1
Input: arr = [4, 1, 5, 2, 8]
Output: [8]
Explanation:
Sorting arr gives [1, 2, 4, 5, 8].
- Remove
1: remaining[2, 4, 5, 8], optimal pairs(2,4)and(5,8)give cost(4 - 2) + (8 - 5) = 2 + 3 = 5. - Remove
4: remaining[1, 2, 5, 8], optimal pairs(1,2)and(5,8)give cost(2 - 1) + (8 - 5) = 1 + 3 = 4. - Remove
8: remaining[1, 2, 4, 5], optimal pairs(1,2)and(4,5)give cost(2 - 1) + (5 - 4) = 1 + 1 = 2.
The minimum possible cost is 2, achieved only by removing 8.
Example 2
Input: arr = [1, 2, 3]
Output: [1, 3]
Explanation:
- Remove
1: remaining[2, 3], cost1. - Remove
2: remaining[1, 3], cost2. - Remove
3: remaining[1, 2], cost1.
The minimum cost is 1, achieved by removing either 1 or 3.
Constraints
1 <= len(arr) <= 200,001len(arr)is always odd.1 <= arr[i] <= 10^9for alli.
Edge Cases
len(arr) == 1: Removing the only element leaves 0 pairs; minimum cost is0. Return[arr[0]].- Duplicate elements: If multiple elements share the same value, removing any of their instances yields the same cost; include each such value only once in the result.
Hints
Hint 1
In any sorted array of even length, the pairing that minimizes the sum of absolute differences always pairs adjacent elements: (0, 1), (2, 3), ..., (2m-2, 2m-1).
Hint 2
Removing an element at an odd index in the sorted array can never yield a strictly smaller cost than removing one of its neighboring even-indexed elements; hence, you only need to evaluate removals at even indices 0, 2, 4, ..., 2m.
Hint 3
Precompute prefix pairing sums for pairs before index 2k and suffix pairing sums for pairs after index 2k to evaluate the cost of removing arr[2k] in O(1) time.
Follow-up questions
- How would you adapt the solution if you were required to remove k elements instead of 1, where n - k is even?
- Can the problem be solved in O(n) expected time if the array elements are bounded in a small range, such as 1 to 10^6?
- What changes if the cost function is changed from L1 norm (sum of absolute differences) to L2 squared norm (sum of squared differences)?
Solution walkthrough is for members
Get the full walkthrough with reference code and complexity analysis, plus Kitty Coach at 300 messages a day. Hints, the code runner and community answers stay free.