[LeetCode]22. Merge k Sorted Lists

  "合并k个有序链表"

Posted by Stephen.Ri on October 1, 2017

Description

Merge k sorted linked lists and return it as one sorted list. Analyze and describe its complexity.

Discussion

合并k个有序的链表。最直观的方法自然先合并前两个1和2,再合并12和3,再合并123和4……但是这样的话效率并不高。因为每次要比较的链表长度呈直线上升。

更好的方法是分而治之。例如有8个链表,首先合并1和5,2和6,3和7,4和8,再合并15和26,37和48,再合并1526和3748。

另一种方法是利用最小堆。开始时将k个链表的表头元素取出构建一个最小堆,然后取出堆顶元素作为新链表的第一个元素,从该元素原属链表中取出一个元素加入最小堆,循环执行……

两种算法的时间复杂度都是O(nklogk)

C++ Code

分治法

/**
 * Definition for singly-linked list.
 * struct ListNode {
 *     int val;
 *     ListNode *next;
 *     ListNode(int x) : val(x), next(NULL) {}
 * };
 */
class Solution {
public:
    ListNode* mergeKLists(vector<ListNode*>& lists) {
        int n = lists.size();
        if(n == 0)
        {
            return NULL;
        }
        //按照分治法,两两合并
        while(n > 1)
        {
            for(int i = 0; i < n / 2; i++)
            {
                lists[i] = mergeTwoLists(lists[i], lists[i + (n + 1) / 2]);
            }
            n = (n + 1) / 2;
        }
        return lists[0];
    }
    
    //第21题代码,hhh
    ListNode* mergeTwoLists(ListNode* l1, ListNode* l2) {
        ListNode * answer = new ListNode(0);
        ListNode * tmp = answer;
        while(l1 && l2)
        {
            if(l1->val < l2->val)
            {
                tmp->next = l1;
                l1 = l1->next;
            }
            else
            {
                tmp->next = l2;
                l2 = l2->next;
            }
            tmp = tmp->next;
        }
        tmp->next = (l1? l1 : l2);
        return answer->next;
    }
};

最小堆法:

/**
 * Definition for singly-linked list.
 * struct ListNode {
 *     int val;
 *     ListNode *next;
 *     ListNode(int x) : val(x), next(NULL) {}
 * };
 */

//定义一个数据结构,用优先队列生成最小堆
struct cmp{
  bool operator()(ListNode * a, ListNode * b){
    return a->val > b->val;
  }
};

class Solution {
public:
    ListNode* mergeKLists(vector<ListNode*>& lists) {
        priority_queue<ListNode *, vector<ListNode *>, cmp> pq;
        int n = lists.size();
        for(int i = 0; i < n; i++)
        {
            if(lists[i] != NULL)
            {
                pq.push(lists[i]);
            }
        }
        ListNode * answer = NULL, * min = NULL, * pre = NULL;
        while(pq.size() != 0)
        {
            min = pq.top();
            pq.pop();
            if(answer == NULL)
            {
                answer = min;
                pre = min;
            }
            else
            {
                pre->next = min;
                pre = pre->next;
            }
            if(pre->next != NULL)
            {
                pq.push(pre->next);
            }
        }
        return answer;
    }
};