標籤:matrix 二分尋找 search
Write an efficient algorithm that searches for a value in an m x n matrix. This matrix has the following properties:
- Integers in each row are sorted from left to right.
- The first integer of each row is greater than the last integer of the previous row.
For example,
Consider the following matrix:
[ [1, 3, 5, 7], [10, 11, 16, 20], [23, 30, 34, 50]]
Given target = 3, return true.
如果直接對矩陣元素進行二分尋找的話,時間複雜度是O(m*n),其實很容易想到先通過尋找找到對應可能存在於哪一行,然後再在那行中尋找是否存在,採用最簡單的直接尋找這樣時間複雜度僅有O(m+n),如果這兩次尋找再分別採用二分尋找的話,時間複雜度更可以降低到O(logm+logn),下面是O(m+n)的代碼:
class Solution {public: bool searchMatrix(vector<vector<int> > &matrix, int target) { if(matrix.empty()) return false; int m = matrix.size(); int n = matrix[0].size(); int i = 0, j=0; while(i<m && target>=matrix[i][0]) i++; i--; if(i==-1) return false; while(j<n) { if(target == matrix[i][j]) return true; else j++; } return false; }};