Aggressive Cows

Binary Search FAQs Hard
  • This problem and its underlying concept have practical applications in wireless communication, specifically in cell tower placement to provide maximum coverage with minimum interference
  • Given a certain number of towers (cows), the goal is to place them at specific locations (stalls) such that the minimum distance (signal interference) between any two towers is as large as possible, aiming for maximum signal strength and coverage

Given an array nums of size n, which denotes the positions of stalls, and an integer k, which denotes the number of aggressive cows, assign stalls to k cows such that the minimum distance between any two cows is the maximum possible. Find the maximum possible minimum distance.

Examples:

Input: n = 6, k = 4, nums = [0, 3, 4, 7, 10, 9]

Output: 3

Explanation: The maximum possible minimum distance between any two cows will be 3 when 4 cows are placed at positions [0, 3, 7, 10]. Here the distances between cows are 3, 4, and 3 respectively. We cannot make the minimum distance greater than 3 in any ways.

Input : n = 5, k = 2, nums = [4, 2, 1, 3, 6]

Output: 5

Explanation: The maximum possible minimum distance between any two cows will be 5 when 2 cows are placed at positions [1, 6]. 

Input : n = 5, k = 3, nums = [10, 1, 2, 7, 5]

Constraints

  •   2 <= n <= 105
  •   2 <= k <= n
  •   0 <= nums[i] <= 109

Hints

  • Start by sorting the positions of the stalls in ascending order. This ensures the stalls are in logical order for placing cows, simplifying the distance calculation.
  • "Use binary search to find the maximum possible minimum distance. To check if k cows can be placed with a minimum distance of mid. Place the first cow in the first stall. For each subsequent stall, place a cow only if the distance from the last placed cow is ≥mid. Count the total cows placed; if ≥k, mid is feasible."

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