Editorial for the Problem: Magnetic Force Between Two Balls
The problem is to determine the maximum possible minimum distance between any two balls when they are placed in different positions from the given array.
This problem can be efficiently solved using a binary search on the possible distances. The idea is to find the maximum minimum distance such that we can place all ( m ) balls with at least this distance between any two of them.
-
Binary Search Initialization:
- Sort the positions array to facilitate the placement of balls in order.
- Set
lowto 1, the smallest possible distance. - Set
highto the difference between the maximum and minimum positions.
-
Binary Search Loop:
- Calculate
midas the average oflowandhigh. - Use a helper function
fixto count the number of balls that can be placed with at leastmiddistance between them. - If the number of balls placed is greater than or equal to ( m ), adjust the search to find a potentially larger distance by setting
lowtomid + 1. - If the number of balls placed is less than ( m ), adjust the search to find a smaller distance by setting
hightomid - 1.
- Calculate
-
Helper Function
fix:- This function counts the number of balls that can be placed with at least
middistance between them. - It iterates through the sorted positions and places balls only if the current position is at least
middistance from the last placed ball.
- This function counts the number of balls that can be placed with at least
class Solution {
int fix(vector<int> &pos, int m, int mid) {
int cnt = 1, n = pos.size();
int curr = pos[0];
for (int i = 1; i < n; i++) {
if (abs(curr - pos[i]) >= mid) {
cnt++;
curr = pos[i];
}
}
return cnt;
}
public:
int maxDistance(vector<int>& pos, int m) {
int n = pos.size();
sort(pos.begin(), pos.end());
int low = 1, high = pos[n - 1] - pos[0];
while (low <= high) {
int mid = (low + high) / 2;
if (fix(pos, m, mid) >= m) {
low = mid + 1;
} else {
high = mid - 1;
}
}
return high;
}
};Helper Function fix:
- Initializes
cntto 1 (since we place the first ball at the first position) andcurrto the first position. - Iterates through the
posarray, placing a ball only if the current position is at leastmiddistance away from the last placed ball (curr). - Returns the total number of balls placed.
Main Function maxDistance:
- Sorts the
posarray to facilitate the placement of balls in order. - Initializes
lowto 1 andhighto the difference between the maximum and minimum positions inpos. - Uses binary search to find the maximum possible minimum distance where ( m ) balls can be placed.
- Adjusts the search range based on whether placing balls with the current
middistance is feasible.
Efficiency:
- The binary search approach ensures a time complexity of O(N log D), where N is the number of positions and D is the range of distances between the minimum and maximum positions, making it efficient for large inputs.
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