[LeetCode] Sliding Window Maximum 滑動視窗最大值
阿新 • • 發佈:2018-12-27
Given an array nums, there is a sliding window of size k which is moving from the very left of the array to the very right. You can only see the k numbers in the window. Each time the sliding window moves right by one position.
For example,
Given nums = [1,3,-1,-3,5,3,6,7]
, and k = 3.
Window position Max --------------- ----- [1 3 -1] -3 5 3 6 7 3 1 [3 -1 -3] 5 3 6 7 3 1 3 [-1 -3 5] 3 6 7 5 1 3 -1 [-3 5 3] 6 7 5 1 3 -1 -3 [5 3 6] 7 6 1 3 -1 -3 5 [3 6 7] 7
Therefore, return the max sliding window as [3,3,5,5,6,7]
.
Note:
You may assume k is always valid, 1 ≤ k ≤ input array's size.
Follow up:
Could you solve it in linear time?
Hint:
- How about using a data structure such as deque (double-ended queue)?
- The queue size need not be the same as the window’s size.
- Remove redundant elements and the queue should store only elements that need to be considered.
這道題給定了一個數組,還給了一個視窗大小k,讓我們每次向右滑動一個數字,每次返回視窗內的數字的最大值,而且要求我們程式碼的時間複雜度為O(n)。提示我們要用雙向佇列deque來解題,並提示我們視窗中只留下有用的值,沒用的全移除掉。果然Hard的題目我就是不會做,網上看到了別人的解法才明白,解法又巧妙有簡潔,膜拜啊。大概思路是用雙向佇列儲存數字的下標,遍歷整個陣列,如果此時佇列的首元素是i - k的話,表示此時視窗向右移了一步,則移除隊首元素。然後比較隊尾元素和將要進來的值,如果小的話就都移除,然後此時我們把隊首元素加入結果中即可,參見程式碼如下:
class Solution { public: vector<int> maxSlidingWindow(vector<int>& nums, int k) { vector<int> res; deque<int> q; for (int i = 0; i < nums.size(); ++i) { if (!q.empty() && q.front() == i - k) q.pop_front(); while (!q.empty() && nums[q.back()] < nums[i]) q.pop_back(); q.push_back(i); if (i >= k - 1) res.push_back(nums[q.front()]); } return res; } };
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