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
.
解题思路:
做两次binary search, 先找在哪一行,即比较第一列,last number <= target.
找到那一行了,再用binary search找哪一列. 时间复杂度还是O(logn)
Java code:
public class Solution { public boolean searchMatrix(int[][] matrix, int target) { //binary search twice, first use first column to find in which row //then go to the row, find in which column if(matrix == null || matrix.length == 0) { return false; } if(matrix[0] == null || matrix[0].length == 0) { return false; } int row = matrix.length; int column = matrix[0].length; //find the row index, the last number <= target int start = 0; int end = row - 1; while(start + 1 < end) { int mid = start + (end - start) / 2; if(matrix[mid][0] == target) { return true; }else if(matrix[mid][0] < target) { start = mid; }else { end = mid; } } if (matrix[end][0] <= target) { row = end; } else if (matrix[start][0] <= target) { row = start; } else { return false; } //find the column index, the number equal to target start = 0; end = column - 1; while(start + 1 < end) { int mid = start + (end - start) / 2; if(matrix[row][mid] == target) { return true; }else if(matrix[row][mid] < target) { start = mid; }else { end = mid; } } if(matrix[row][start] == target){ return true; }else if (matrix[row][end] == target) { return true; }else { return false; } } }
Reference:
1. http://www.jiuzhang.com/solutions/search-a-2d-matrix/