|
| 1 | +# 1838. Frequency of the Most Frequent Element |
| 2 | + |
| 3 | +- Difficulty: Medium. |
| 4 | +- Related Topics: Array, Binary Search, Greedy, Sliding Window, Sorting, Prefix Sum. |
| 5 | +- Similar Questions: Find All Lonely Numbers in the Array, Longest Nice Subarray. |
| 6 | + |
| 7 | +## Problem |
| 8 | + |
| 9 | +The **frequency** of an element is the number of times it occurs in an array. |
| 10 | + |
| 11 | +You are given an integer array ```nums``` and an integer ```k```. In one operation, you can choose an index of ```nums``` and increment the element at that index by ```1```. |
| 12 | + |
| 13 | +Return **the **maximum possible frequency** of an element after performing **at most** **```k```** operations**. |
| 14 | + |
| 15 | + |
| 16 | +Example 1: |
| 17 | + |
| 18 | +``` |
| 19 | +Input: nums = [1,2,4], k = 5 |
| 20 | +Output: 3 |
| 21 | +Explanation: Increment the first element three times and the second element two times to make nums = [4,4,4]. |
| 22 | +4 has a frequency of 3. |
| 23 | +``` |
| 24 | + |
| 25 | +Example 2: |
| 26 | + |
| 27 | +``` |
| 28 | +Input: nums = [1,4,8,13], k = 5 |
| 29 | +Output: 2 |
| 30 | +Explanation: There are multiple optimal solutions: |
| 31 | +- Increment the first element three times to make nums = [4,4,8,13]. 4 has a frequency of 2. |
| 32 | +- Increment the second element four times to make nums = [1,8,8,13]. 8 has a frequency of 2. |
| 33 | +- Increment the third element five times to make nums = [1,4,13,13]. 13 has a frequency of 2. |
| 34 | +``` |
| 35 | + |
| 36 | +Example 3: |
| 37 | + |
| 38 | +``` |
| 39 | +Input: nums = [3,9,6], k = 2 |
| 40 | +Output: 1 |
| 41 | +``` |
| 42 | + |
| 43 | + |
| 44 | +**Constraints:** |
| 45 | + |
| 46 | + |
| 47 | + |
| 48 | +- ```1 <= nums.length <= 105``` |
| 49 | + |
| 50 | +- ```1 <= nums[i] <= 105``` |
| 51 | + |
| 52 | +- ```1 <= k <= 105``` |
| 53 | + |
| 54 | + |
| 55 | + |
| 56 | +## Solution |
| 57 | + |
| 58 | +```javascript |
| 59 | +/** |
| 60 | + * @param {number[]} nums |
| 61 | + * @param {number} k |
| 62 | + * @return {number} |
| 63 | + */ |
| 64 | +var maxFrequency = function(nums, k) { |
| 65 | + nums.sort((a, b) => a - b); |
| 66 | + |
| 67 | + var sums = Array(nums.length); |
| 68 | + nums.forEach((num, i) => sums[i] = (sums[i - 1] || 0) + num); |
| 69 | + |
| 70 | + var max = 0; |
| 71 | + for (var i = 0; i < nums.length; i++) { |
| 72 | + var frequency = i + 1 - binarySearch(nums, sums, i, k); |
| 73 | + max = Math.max(max, frequency); |
| 74 | + } |
| 75 | + |
| 76 | + return max; |
| 77 | +}; |
| 78 | + |
| 79 | +var binarySearch = function(nums, sums, i, k) { |
| 80 | + var left = 0; |
| 81 | + var right = i; |
| 82 | + var getValue = (j) => { |
| 83 | + return nums[i] * (i - j + 1) - (sums[i] - sums[j] + nums[j]); |
| 84 | + }; |
| 85 | + while (left <= right) { |
| 86 | + var mid = left + Math.floor((right - left) / 2); |
| 87 | + var midValue = getValue(mid); |
| 88 | + if (midValue === k) { |
| 89 | + return mid; |
| 90 | + } else if (midValue > k) { |
| 91 | + left = mid + 1; |
| 92 | + } else { |
| 93 | + if (mid === left) return mid; |
| 94 | + right = mid; |
| 95 | + } |
| 96 | + } |
| 97 | + return i; |
| 98 | +}; |
| 99 | +``` |
| 100 | + |
| 101 | +**Explain:** |
| 102 | + |
| 103 | +1. sort the array of nums by ascending order |
| 104 | +2. calculate prefix sum array |
| 105 | +3. for every nums[i], binary search possible index in [0, i], |
| 106 | + which can use k operates, to make every num in [index, i] equals nums[i] |
| 107 | + |
| 108 | +**Complexity:** |
| 109 | + |
| 110 | +* Time complexity : O(nlog(n)). |
| 111 | +* Space complexity : O(n). |
0 commit comments