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| 1 | +// 1번풀이 (brute force) |
| 2 | +type FrequencyMap = Record<number, number>; |
| 3 | + |
| 4 | +function topKFrequentCountDown(nums: number[], k: number): number[] { |
| 5 | + const freqMap = buildFrequencyMap1(nums); |
| 6 | + return pickTopKDescending(freqMap, k); |
| 7 | +}; |
| 8 | + |
| 9 | +function buildFrequencyMap1(nums: number[]): FrequencyMap { |
| 10 | + const map: FrequencyMap = {}; |
| 11 | + for (const num of nums) { |
| 12 | + map[num] = (map[num] || 0) + 1; |
| 13 | + } |
| 14 | + return map; |
| 15 | +}; |
| 16 | + |
| 17 | +function pickTopKDescending(freqMap: FrequencyMap, k: number): number[] { |
| 18 | + const result: number[] = []; |
| 19 | + const entries = Object.entries(freqMap).map(([key, value]) => [ |
| 20 | + Number(key), |
| 21 | + value, |
| 22 | + ]); |
| 23 | + let currentFrequent = Math.max(...entries.map(([_, freq]) => freq)); |
| 24 | + |
| 25 | + while (result.length < k && currentFrequent > 0) { |
| 26 | + for (const [num, freq] of entries) { |
| 27 | + if (freq === currentFrequent) { |
| 28 | + result.push(num); |
| 29 | + if (result.length === k) break; |
| 30 | + } |
| 31 | + } |
| 32 | + currentFrequent--; |
| 33 | + } |
| 34 | + |
| 35 | + return result; |
| 36 | +}; |
| 37 | + |
| 38 | +// 2번풀이(Bucket Sort) |
| 39 | +function topKFrequent(nums: number[], k: number): number[] { |
| 40 | + const frequencyMap = buildFrequencyMap2(nums); |
| 41 | + const frequencyBuckets = buildFrequencyBuckets(nums.length, frequencyMap); |
| 42 | + |
| 43 | + return collectTopKFrequent(frequencyBuckets, k); |
| 44 | +}; |
| 45 | + |
| 46 | +function buildFrequencyMap2(nums: number[]): FrequencyMap { |
| 47 | + const freqMap: FrequencyMap = {}; |
| 48 | + for (const num of nums) { |
| 49 | + freqMap[num] = (freqMap[num] || 0) + 1; |
| 50 | + } |
| 51 | + return freqMap; |
| 52 | +}; |
| 53 | + |
| 54 | +function buildFrequencyBuckets( |
| 55 | + size: number, |
| 56 | + freqMap: FrequencyMap |
| 57 | +): number[][] { |
| 58 | + const buckets: number[][] = Array(size + 1) |
| 59 | + .fill(null) |
| 60 | + .map(() => []); |
| 61 | + |
| 62 | + for (const [numStr, frequent] of Object.entries(freqMap)) { |
| 63 | + const num = Number(numStr); |
| 64 | + buckets[frequent].push(num); |
| 65 | + } |
| 66 | + |
| 67 | + return buckets; |
| 68 | +}; |
| 69 | + |
| 70 | +function collectTopKFrequent(buckets: number[][], k: number): number[] { |
| 71 | + const result: number[] = []; |
| 72 | + |
| 73 | + for (let i = buckets.length - 1; i >= 0 && result.length < k; i--) { |
| 74 | + for (const num of buckets[i]) { |
| 75 | + result.push(num); |
| 76 | + if (result.length === k) break; |
| 77 | + } |
| 78 | + } |
| 79 | + |
| 80 | + return result; |
| 81 | +}; |
| 82 | + |
| 83 | +// 3번풀이 (MinHeap) |
| 84 | +function topKFrequentHeap(nums: number[], k: number): number[] { |
| 85 | + const freqMap: Record<number, number> = {}; |
| 86 | + |
| 87 | + for (const num of nums) { |
| 88 | + freqMap[num] = (freqMap[num] || 0) + 1; |
| 89 | + } |
| 90 | + |
| 91 | + const heap: [number, number][] = []; |
| 92 | + for (const [numStr, frequent] of Object.entries(freqMap)) { |
| 93 | + const num = Number(numStr); |
| 94 | + |
| 95 | + heap.push([num, frequent]); |
| 96 | + heap.sort((a, b) => b[1] - a[1]); |
| 97 | + |
| 98 | + if (heap.length > k) { |
| 99 | + heap.pop(); |
| 100 | + } |
| 101 | + } |
| 102 | + |
| 103 | + return heap.map(([num]) => num); |
| 104 | +}; |
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