• 面试题40:最小的k个数


    输入n个整数,找出其中最小的K个数。例如输入4,5,1,6,2,7,3,8这8个数字,则最小的4个数字是1,2,3,4。

    解题思路

    • 排序后遍历(相当于简化后的暴力)O(logn)
    • 借助快排的Partition思想O(n)

    上代码(C++香)

    法一:排序后遍历(相当于简化后的暴力)
    class Solution {
    public:
        void mySwap(vector<int> &num, int i, int j){
            int temp = num[j];
            num[j] = num[i];
            num[i] = temp;
        }
    
        int myPartition(vector<int> &num, int low, int high){
            int pivot = num[low];
            while(low < high){
                // 将右边比pivot小的放到左边
                while(low < high && num[high] >= pivot)
                    high--;
                mySwap(num, low, high);
                while(low < high && num[low] <= pivot)
                    low++;
                mySwap(num, low, high);
            }
            return low;
        }
    
        // 快排
        void QSort(vector<int> &num, int low, int high){
            if(low >= high)
                return ;
            int pivot = myPartition(num, low, high);
            QSort(num, low, pivot - 1);
            QSort(num, pivot + 1, high);
        }
    
        vector<int> GetLeastNumbers_Solution(vector<int> input, int k) {
            vector<int> ans;
            if(k > input.size())
                return ans;
            QSort(input, 0, input.size() - 1);
            for(int i = 0; i < k; i++)
                ans.push_back(input[i]);
            return ans;
        }
    };
    
    法二:借助快排的Partition思想

      得到pivot如果与k-1相等,那么数组左边的数已经就比num[k-1]小了,所以找到这个pivot就行。

    void mySwap(vector<int> &num, int i, int j){
        int temp = num[j];
        num[j] = num[i];
        num[i] = temp;
    }
    
    int myPartition(vector<int> &num, int low, int high){
        int pivot = num[low];
        while(low < high){
            // 将右边比pivot小的放到左边
            while(low < high && num[high] >= pivot)
                high--;
            mySwap(num, low, high);
            while(low < high && num[low] <= pivot)
                low++;
            mySwap(num, low, high);
        }
        return low;
    }
    
    vector<int> GetLeastNumbers_Solution(vector<int> input, int k) {
        vector<int> ans;
        int length = input.size();
        if(k > length)
            return ans;
        int low = 0;
        int high = length - 1;
        int pivot = myPartition(input, low, high);
        while(pivot != k - 1){
            // k-1在左边继续找
            if(pivot > k - 1){
                high = pivot - 1;
                pivot = myPartition(input, low, high);
            }
            else{
                low = pivot + 1;
                pivot = myPartition(input, low, high);
            }
        }
    
        for(int i = 0; i < k; i++)
            ans.push_back(input[i]);
        return ans;
    }
    
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  • 原文地址:https://www.cnblogs.com/flyingrun/p/13525777.html
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