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| 1 | +/* |
| 2 | +
|
| 3 | +347. Top K Frequent Elements |
| 4 | +
|
| 5 | +Given an integer array nums and an integer k, return the k most frequent elements. You may return the answer in any order. |
| 6 | +
|
| 7 | +
|
| 8 | +Example 1: |
| 9 | +Input: nums = [1,1,1,2,2,3], k = 2 |
| 10 | +Output: [1,2] |
| 11 | +
|
| 12 | +Example 2: |
| 13 | +Input: nums = [1], k = 1 |
| 14 | +Output: [1] |
| 15 | +
|
| 16 | +
|
| 17 | +Constraints: |
| 18 | +1 <= nums.length <= 105 |
| 19 | +-104 <= nums[i] <= 104 |
| 20 | +k is in the range [1, the number of unique elements in the array]. |
| 21 | +It is guaranteed that the answer is unique. |
| 22 | +
|
| 23 | +Follow up: Your algorithm's time complexity must be better than O(n log n), where n is the array's size. |
| 24 | +
|
| 25 | +*/ |
| 26 | + |
| 27 | +/** |
| 28 | + * @param {number[]} nums |
| 29 | + * @param {number} k |
| 30 | + * @return {number[]} |
| 31 | + */ |
| 32 | +const topKFrequent = (nums, k) => { |
| 33 | + const numsMap = {}; |
| 34 | + |
| 35 | + for (const num of nums) { |
| 36 | + numsMap[num] = (numsMap[num] || 0) + 1; |
| 37 | + } |
| 38 | + |
| 39 | + return Object.keys(numsMap) |
| 40 | + .sort((a, b) => numsMap[b] - numsMap[a]) |
| 41 | + .slice(0, k); |
| 42 | +}; |
| 43 | + |
| 44 | +// Revised solution in O(n) time complexity |
| 45 | +const topKFrequentFollowUp = (nums, k) => { |
| 46 | + const frequencyCounter = createfrequencyCounter(nums); |
| 47 | + const frequencyBuckets = createFrequencyBuckets(frequencyCounter); |
| 48 | + const maxFreq = Math.max(...Object.values(frequencyCounter)); |
| 49 | + return gatherTopKFrequent(frequencyBuckets, maxFreq, k); |
| 50 | +}; |
| 51 | + |
| 52 | +const createfrequencyCounter = (nums) => { |
| 53 | + const frequencyCounter = {}; |
| 54 | + for (const num of nums) frequencyCounter[num] = (frequencyCounter[num] || 0) + 1; |
| 55 | + return frequencyCounter; |
| 56 | +}; |
| 57 | + |
| 58 | +const createFrequencyBuckets = (frequencyCounter) => { |
| 59 | + const freqBuckets = []; |
| 60 | + |
| 61 | + for (const [uniqueNum, frequency] of Object.entries(frequencyCounter)) { |
| 62 | + freqBuckets[frequency] = freqBuckets[frequency] || []; |
| 63 | + freqBuckets[frequency].push(uniqueNum); |
| 64 | + } |
| 65 | + |
| 66 | + return freqBuckets; |
| 67 | +}; |
| 68 | + |
| 69 | +const gatherTopKFrequent = (freqBuckets, maxFreq, k) => { |
| 70 | + const mostFrequent = []; |
| 71 | + |
| 72 | + for (let i = maxFreq; i >= 0; i--) { |
| 73 | + if (freqBuckets[i]) mostFrequent.push(...freqBuckets[i]); |
| 74 | + if (mostFrequent.length >= k) break; |
| 75 | + } |
| 76 | + |
| 77 | + return mostFrequent.slice(0, k); |
| 78 | +}; |
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