Top K Frequent Words Problem


Description

LeetCode Problem 692.

Given an array of strings words and an integer k, return the k most frequent strings.

Return the answer sorted by the frequency from highest to lowest. Sort the words with the same frequency by their lexicographical order.

Example 1:

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Input: words = ["i","love","leetcode","i","love","coding"], k = 2
Output: ["i","love"]
Explanation: "i" and "love" are the two most frequent words.
Note that "i" comes before "love" due to a lower alphabetical order.

Example 2:

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Input: words = ["the","day","is","sunny","the","the","the","sunny","is","is"], k = 4
Output: ["the","is","sunny","day"]
Explanation: "the", "is", "sunny" and "day" are the four most frequent words, with the number of occurrence being 4, 3, 2 and 1 respectively.

Constraints:

  • 1 <= words.length <= 500
  • 1 <= words[i] <= 10
  • words[i] consists of lowercase English letters.
  • k is in the range [1, The number of unique words[i]] Follow-up: Could you solve it in O(n log(k)) time and O(n) extra space?


Sample C++ Code

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class Solution {
public:
    vector<string> topKFrequent(vector<string>& words, int k) {
        unordered_map<string, int> hashmap;
        for (string& word : words) {
            hashmap[word] += 1;
        }
        priority_queue<pair<int, string>, vector<pair<int, string>>, MyComp> pq;
        for (auto it = hashmap.begin(); it != hashmap.end(); ++it) {
            pq.push(make_pair(it->second, it->first));
            if (pq.size() > k) 
            	pq.pop();
        }
        vector<string> res;
        while (!pq.empty()) {
            res.insert(res.begin(), pq.top().second);
            pq.pop();
        }
        return res;
    }
private:
    struct MyComp {
        bool operator() (const pair<int, string>& a, const pair<int, string>& b) {
            if (a.first != b.first) {
                return a.first > b.first;
            }
            else {
                return a.second < b.second;
            }
        }
    };
};




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