Leetcode 74 and 240. Search a 2D matrix I and II
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
.
第一题的条件比第二题还强,也就是本行的第一个元素比上一行的最后一个元素要大。所以如果第一题把2D矩阵拉平成一个1D list,这个list是一个sorted list。可以再用二分法查找。
1 class Solution(object): 2 def searchMatrix(self, matrix, target): 3 """ 4 :type matrix: List[List[int]] 5 :type target: int 6 :rtype: bool 7 """ 8 if not matrix: 9 return False 10 11 nums = [] 12 for elem in matrix: 13 nums += elem 14 n = len(nums) 15 16 low, high = 0, n-1 17 while low <= high: 18 mid = (low+high)//2 19 if target < nums[mid]: 20 high = mid -1 21 elif target > nums[mid]: 22 low = mid + 1 23 else: 24 return True 25 return False
如果不把2D matrix转换成1D array,可以直接操作row 和 col。注意L17-L18的对于从1D的位置到row col的转换方法。
1 class Solution(object): 2 def searchMatrix(self, matrix, target): 3 """ 4 :type matrix: List[List[int]] 5 :type target: int 6 :rtype: bool 7 """ 8 if not matrix: 9 return False 10 11 m = len(matrix) 12 n = len(matrix[0]) 13 l , r = 0, n*m -1 14 15 while l <= r: 16 mid = l + (r - l)/2 17 row = mid/ n 18 col = mid% n 19 if matrix[row][col] == target: 20 return True 21 elif matrix[row][col] < target: 22 l = mid + 1 23 else: 24 r = mid - 1 25 return False 26
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 in ascending from left to right.
- Integers in each column are sorted in ascending from top to bottom.
For example,
Consider the following matrix:
[ [1, 4, 7, 11, 15], [2, 5, 8, 12, 19], [3, 6, 9, 16, 22], [10, 13, 14, 17, 24], [18, 21, 23, 26, 30] ]
Given target = 5
, return true
.
Given target = 20
, return false
.
第二题不能像第一题那样把2D matrix拉成一个1D list。可以使用类似 kth smallest element in a sorted matrix 中的类似查找方法。
1 def searchMatrix(self, matrix, target): 2 """ 3 :type matrix: List[List[int]] 4 :type target: int 5 :rtype: bool 6 """ 7 m, n = len(matrix), len(matrix[0]) 8 i, j = m - 1, 0 9 10 while i >= 0 and j < n: 11 if matrix[i][j] > target: 12 i -= 1 13 elif matrix[i][j] < target: 14 j += 1 15 else: 16 return True 17 return False